“Bivariate regression” refers to regression models with two variables, a \(Y\) variable (“dependent variable” or “outcome”) and a single \(X\) variable (“independent variable”)
“Multivariate regression” refers to regression models with a \(Y\) variable and two or more \(X\) variables
This lecture – which we will teach over several weeks – teaches the fundamental concepts of bivariate regression. All of these concepts will be the same when we move on to multivariate regression in the subsequent lecture
CLICK HERE FOR OZAN’S NOTES TO SELF ON WHICH YEAR OF IPEDS TUITION PRICE DATA TO MERGE TO WHICH YEAR OF SCORECARD DATA
SCORECARD DATA
IPEDS DATA
DECISION
# uncomment below line to remove all objects
#rm(list = ls())
# Libraries
#install.packages('tidyverse') # if you haven't installed already
#install.packages('labelled') # if you haven't installed already
#install.packages('patchwork') # if you haven't installed already
library(tidyverse) # load tidyverse package
library(labelled) # load labelled package package
library(patchwork)
##########
########## TENNESSEE STAR DATA
##########
# load star data
load(file = url('https://github.com/anyone-can-cook/educ152/raw/main/data/star/star_panel_data.RData'))
#df_star_panel %>% glimpse()
# create data frame for STAR experiment, keeping only kindergarten
df_stark <- df_star_panel %>%
# keep only kindergarten year
filter(grade ==1) %>%
# keep only observations with non-missing value for reading score
filter(!is.na(read)) %>%
# keep only observations with non-missing values for treatment assignment
filter(!is.na(star)) %>%
# drop observations where treatment status is regular+aide
filter(star !=3) %>%
# keep selected variables
select(id,grade,star,read,gender,ethnicity,lunch,school,degree,experience) %>%
# create a variable "treatment" that equals 1 if student receives treatment (small class) and equals 0 otherwise
mutate(
treatment = if_else(star==2,1,0)
)
df_stark %>% glimpse()
#> Rows: 3,745
#> Columns: 11
#> $ id <dbl+lbl> 943, 986, 1915, 2020, 2130, 3053, 3219, 3455, 3821, 4273, 4377, 4564, 4779, 5022, 5091, 5570, 6013, 6071, 6095, 6137, 6194, 6211, 6232, 6320, 6331, 6341, 6364, 6371, 6402, 6449, 6506, 6545, 6560, 6582, 6602, 6671, 6722, 6793, 6800, 6811, 6945, 6985, 7053, 7139, 7183, 7217, 7274, 7296, 7315, 7330, 7354, 7377, 7396, 7417, 7442, 7493, 7504, 7518, 7551, 7573, 7583, 7592, 7603, 7649, 7669, 7684, 7696, 7761, 7794, 7866, 7876, 7900, 7990, 8010, 8034, 8044, 8086, 8103, 8108, 8123, 8168, 8176, 8206, 8232, 8261, 8326, 8355, 8432, 8448, 8530, 8574, 8584, 8652, 8712, 8729, 8761, 8769, 8789, 8904, 8968, 8991, 9023, 9064, 9119, 9131, 9231, 9256, 9266, 9289, 9299, 9360, 9416, 9493, 9529, 9540, 9547, 9591, 9672, 9727, 9759, 9789, 9844, 9883, 9894, 10030, 10044, 10064, 10108, 10156, 10210, 10223, 10242, 10251, 10306, 10328, 10342, 10364, 10432, 10481, 10508, 10596, 10641, 10648, 10702, 10724, 10740, 10791, 10844, 10889, 10900, 10913, 10936, 10969, 10980, 10991, 11004, 11014, 11033, 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6994, 6996, 7000, 7004, 7006, 7007, 7012, 7018, 7023, 7024, 7034, 7039, 7044, 7045, 7057, 7060, 7063, 7067, 7075, 7087, 7089, 7091, 7092, 7098, 7100, 7101, 7115, 7116, 7125, 7129, 7130, 7132, 7137, 7138, 7140, 7141, 7156, 7159, 7161, 7168, 7174, 7175, 7180, 7182, 7184, 7185, 7186, 7187, 7189, 7191, 7194, 7195, 7197, 7201, 7202, 7205, 7210, 7213, 7218, 7220, 7221, 7223, 7226, 7228, 7229, 7234, 7236, 7237, 7239, 7241, 7243, 7245, 7250, 7251, 7256, 7258, 7259, 7260, 7265, 7273, 7279, 7284, 7288, 7293, 7294, 7295, 7297, 7300, 7305, 7306, 7309, 7311, 7317, 7328, 7329, 7332, 7339, 7340, 7341, 7342, 7345, 7348, 7350, 7352, 7353, 7355, 7360, 7365, 7375, 7381, 7386, 7387, 7389, 7391, 7392, 7393, 7395, 7397, 7401, 7402, 7408, 7409, 7410, 7411, 7414, 7416, 7420, 7421, 7422, 7424, 7426, 7430, 7433, 7435, 7439, 7440, 7447, 7448, 7465, 7469, 7471, 7478, 7479, 7482, 7490, 7498, 7500, 7501, 7502, 7506, 7511, 7514, 7516, 7526, 7530, 7532, 7535, 7537, 7539, 7542, 7544, 7545, 7548, 7552, 7553, 7554, 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8119, 8124, 8135, 8139, 8144, 8145, 8146, 8155, 8158, 8159, 8161, 8164, 8169, 8170, 8172, 8173, 8175, 8183, 8186, 8188, 8189, 8190, 8194, 8195, 8197, 8198, 8200, 8201, 8205, 8209, 8217, 8220, 8221, 8223, 8224, 8225, 8229, 8234, 8238, 8241, 8249, 8258, 8263, 8266, 8268, 8271, 8273, 8277, 8284, 8286, 8287, 8290, 8298, 8300, 8305, 8307, 8311, 8315, 8317, 8319, 8321, 8333, 8338, 8339, 8340, 8343, 8345, 8346, 8348, 8352, 8356, 8357, 8358, 8359, 8363, 8365, 8367, 8369, 8370, 8372, 8373, 8378, 8380, 8383, 8390, 8392, 8393, 8400, 8401, 8402, 8409, 8410, 8421, 8423, 8425, 8426, 8427, 8428, 8437, 8443, 8446, 8447, 8451, 8454, 8456, 8457, 8463, 8465, 8466, 8467, 8468, 8470, 8474, 8475, 8478, 8486, 8497, 8501, 8508, 8509, 8514, 8517, 8518, 8520, 8523, 8528, 8531, 8532, 8542, 8547, 8550, 8552, 8558, 8560, 8561, 8564, 8567, 8568, 8576, 8580, 8593, 8599, 8601, 8604, 8607, 8610, 8615, 8622, 8629, 8630, 8633, 8634, 8637, 8645, 8648, 8650, 8657, 8658, 8660, 8662, 8663, 8664, 8665, 8666, 8669, 8670, 8671, 8680, 8685, 8686, 8691, 8693, 8695, 8696, 8698, 8707, 8717, 8718, 8721, 8723, 8725, 8731, 8733, 8735, 8736, 8738, 8746, 8747, 8750, 8752, 8755, 8758, 8760, 8763, 8767, 8770, 8774, 8782, 8787, 8792, 8795, 8797, 8798, 8800, 8802, 8804, 8809, 8815, 8819, 8820, 8825, 8833, 8836, 8844, 8846, 8849, 8851, 8854, 8864, 8872, 8873, 8886, 8887, 8889, 8891, 8895, 8902, 8903, 8905, 8910, 8914, 8921, 8922, 8924, 8926, 8929, 8931, 8932, 8943, 8944, 8950, 8951, 8954, 8961, 8970, 8971, 8972, 8977, 8980, 8981, 8982, 8985, 8987, 8990, 8995, 8997, 9002, 9004, 9008, 9010, 9013, 9018, 9020, 9026, 9032, 9033, 9034, 9037, 9040, 9043, 9047, 9048, 9052, 9056, 9057, 9062, 9065, 9069, 9070, 9079, 9082, 9083, 9086, 9088, 9092, 9093, 9097, 9098, 9099, 9103, 9107, 9113, 9114, 9120, 9121, 9124, 9128, 9132, 9133, 9135, 9143, 9146, 9147, 9150, 9153, 9154, 9156, 9159, 9169, 9171, 9172, 9175, 9176, 9179, 9182, 9184, 9185, 9187, 9188, 9189, 9193, 9195, 9198, 9199, 9201, 9203, 9205, 9207, 9210, 9213, 9215, 9216, 9220, 9222, 9226, 9227, 9228, 9235, 9237, 9239, 9243, 9247, 9251, 9253, 9254, 9255, 9258, 9260, 9261, 9263, 9270, 9275, 9277, 9286, 9294, 9298, 9303, 9308, 9310, 9314, 9317, 9319, 9323, 9325, 9327, 9329, 9334, 9337, 9339, 9344, 9346, 9349, 9354, 9357, 9362, 9363, 9365, 9367, 9368, 9372, 9378, 9379, 9385, 9386, 9387, 9388, 9394, 9395, 9401, 9402, 9403, 9405, 9407, 9408, 9410, 9413, 9418, 9420, 9421, 9423, 9424, 9426, 9427, 9429, 9438, 9439, 9446, 9449, 9453, 9459, 9460, 9463, 9464, 9468, 9472, 9474, 9477, 9478, 9481, 9485, 9488, 9489, 9490, 9494, 9498, 9504, 9505, 9509, 9513, 9514, 9515, 9521, 952...
#> $ grade <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 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...
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#> $ gender <dbl+lbl> 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 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2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 1, ...
#> $ ethnicity <dbl+lbl> 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 3, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 6, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 4, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 3, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, NA, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 3, 2, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 6, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 3, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 5, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 3, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 6, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 3, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 3, 1, 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 5, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 2, 3, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, ...
#> $ lunch <dbl+lbl> 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 2, 2, 2, 1, NA, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 2, 2, 1, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, NA, 1, 2, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, NA, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, NA, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, NA, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, NA, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, NA, 2, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, ...
#> $ school <dbl+lbl> 3, 2, 3, 3, 3, 3, 3, 3, 3, 2, 3, 2, 2, 3, 3, 3, 4, 4, 3, 1, 3, 3, 3, 3, 3, 4, 4, 4, 3, 2, 2, 3, 1, 2, 3, 2, 3, 3, 2, 2, 1, 1, 3, 3, 2, 1, 2, 3, 3, 3, 1, 1, 1, 2, 3, 3, 2, 3, 2, 3, 4, 3, 3, 2, 3, 2, 1, 4, 3, 2, 4, 3, 3, 3, 3, 3, 3, 3, 3, 1, 3, 1, 3, 3, 3, 2, 1, 1, 4, 2, 3, 3, 3, 1, 3, 3, 3, 3, 2, 1, 3, 1, 3, 3, 2, 3, 3, 1, 1, 2, 4, 3, 1, 1, 3, 1, 3, 1, 2, 3, 2, 2, 1, 3, 3, 2, 1, 1, 3, 1, 4, 3, 3, 3, 1, 2, 3, 1, 3, 3, 4, 2, 3, 3, 2, 3, 2, 1, 3, 3, 2, 3, 2, 2, 3, 3, 4, 1, 3, 2, 3, 1, 1, 4, 2, 2, 3, 2, 3, 3, 3, 1, 3, 3, 3, 2, 3, 2, 1, 2, 3, 1, 3, 1, 2, 3, 1, 3, 2, 3, 2, 3, 3, 2, 2, 2, 3, 2, 3, 1, 3, 1, 1, 3, 1, 3, 2, 3, 3, 3, 1, 1, 4, 1, 3, 3, 3, 1, 2, 2, 3, 3, 3, 1, 3, 3, 2, 3, 1, 3, 3, 2, 2, 1, 3, 1, 2, 3, 4, 1, 1, 2, 3, 4, 3, 1, 3, 2, 1, 3, 3, 2, 3, 1, 2, 3, 3, 2, 4, 4, 3, 3, 1, 3, 3, 1, 3, 3, 1, 1, 3, 3, 3, 1, 4, 3, 1, 3, 1, 2, 3, 3, 3, 2, 3, 3, 2, 3, 1, 4, 3, 2, 1, 3, 3, 3, 3, 2, 3, 3, 2, 3, 2, 1, 4, 2, 3, 3, 3, 1, 2, 3, 2, 3, 3, 2, 2, 1, 3, 1, 1, 2, 1, 2, 3, 1, 3, 2, 3, 2, 2, 4, 4, 1, 3, 2, 3, 1, 1, 3, 1, 1, 3, 2, 3, 2, 2, 2, 3, 2, 3, 1, 3, 3, 2, 2, 1, 2, 1, 3, 2, 4, 3, 4, 4, 3, 2, 1, 2, 3, 4, 2, 3, 2, 3, 3, 4, 3, 2, 4, 2, 3, 3, 3, 3, 3, 3, 3, 2, 3, 3, 2, 3, 2, 3, 1, 3, 3, 3, 4, 1, 3, 2, 3, 3, 3, 1, 3, 2, 2, 3, 2, 2, 1, 3, 2, 1, 3, 2, 2, 3, 3, 3, 4, 4, 3, 3, 2, 3, 3, 3, 3, 3, 2, 3, 1, 1, 3, 1, 4, 1, 2, 4, 2, 3, 1, 1, 2, 2, 3, 1, 3, 3, 4, 4, 3, 3, 2, 3, 3, 3, 3, 3, 3, 3, 2, 3, 3, 4, 2, 4, 3, 4, 1, 1, 3, 1, 3, 2, 3, 1, 1, 1, 1, 3, 3, 3, 4, 4, 3, 3, 3, 3, 1, 1, 3, 3, 1, 3, 3, 3, 1, 3, 4, 1, 2, 1, 3, 2, 4, 3, 3, 1, 1, 1, 1, 2, 3, 2, 1, 1, 3, 3, 3, 3, 3, 3, 2, 1, 1, 3, 3, 3, 3, 3, 3, 2, 3, 2, 3, 3, 2, 3, 2, 3, 2, 1, 3, 3, 4, 3, 3, 3, 1, 2, 3, 2, 2, 1, 3, 1, 3, 3, 3, 3, 3, 1, 1, 3, 3, 1, 3, 3, 3, 3, 3, 3, 3, 3, 1, 2, 4, 4, 4, 4, 4, 1, 2, 2, 1, 1, 2, 3, 3, 1, 2, 3, 2, 3, 2, 3, 3, 3, 1, 1, 2, 2, 3, 1, 2, 3, 4, 4, 3, 3, 1, 1, 1, 2, 3, 2, 4, 3, 1, 3, 4, 3, 3, 3, 3, 2, 3, 3, 4, 3, 1, 3, 2, 3, 3, 3, 2, 3, 4, 2, 1, 2, 1, 3, 3, 1, 3, 2, 2, 2, 2, 4, 2, 2, 4, 2, 2, 3, 3, 1, 2, 2, 4, 1, 4, 3, 3, 3, 3, 2, 1, 2, 3, 1, 3, 3, 1, 3, 3, 3, 3, 3, 4, 2, 3, 3, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 3, 3, 4, 2, 3, 2, 2, 1, 3, 2, 1, 3, 2, 3, 3, 3, 1, 2, 2, 1, 2, 3, 3, 3, 3, 3, 3, 1, 3, 4, 3, 3, 2, 4, 3, 1, 2, 2, 3, 3, 3, 3, 2, 3, 3, 2, 3, 1, 1, 4, 3, 3, 3, 1, 4, 3, 3, 3, 3, 1, 3, 3, 1, 3, 3, 2, 2, 1, 3, 3, 1, 3, 3, 3, 3, 3, 2, 3, 4, 3, 1, 1, 1, 3, 3, 1, 3, 1, 3, 3, 3, 3, 1, 3, 2, 3, 3, 3, 2, 4, 3, 4, 1, 1, 1, 3, 1, 4, 2, 1, 2, 3, 2, 3, 3, 2, 3, 3, 3, 3, 3, 2, 3, 3, 2, 1, 1, 3, 3, 2, 3, 1, 2, 3, 3, 2, 3, 4, 3, 3, 3, 3, 3, 1, 4, 4, 3, 1, 4, 3, 3, 2, 4, 2, 4, 2, 2, 3, 4, 2, 2, 3, 2, 4, 3, 3, 3, 1, 3, 1, 3, 2, 3, 1, 3, 1, 2, 1, 3, 3, 2, 3, 4, 1, 3, 1, 3, 2, 3, 3, 2, 2, 3, 3, 1, 1, 3, 2, 4, 4, 1, 3, 3, 1, 3, 1, 2, 3, 3, 3, 3, 1, 2, 1, 3, 3, 1, 2, 1, 1, 2, 3, 3, 3, 3, 2, 2, 3, 1, 2, 4, 3, 3, 1, 3, 1, 2, 3, 2, 2, 2, 3, 3, 3, 3, 2, 2, 2, 3, 3, 4, 3, 3, 3, 3, 2, 2, 2, 3, 1, 3, 1, 3, 3, 3, 3, 3, 2, 1, 3, 3, 1, 1, 3, 2, 3, 3, 1, 2, 3, 3, 1, 3, 3, 3, 3, 1, 3, 4, 2, 4, 3, 3, 1, 3, 4, 4, 1, 4, 3, 2, 3, 3, 1, 2, 1, 1, 1, 3, 4, 3, 1, 1, 2, 1, 3, 1, 3, 2, 1, 3, 1, 1, 3, 3, 2, 3, 4, 3, 3, 1, 1, 4, 4, 3, 3, 2, 2, 2, 2, 1, 3, 4, 3, 1, 1, 2, 3, 4, 3, 3, 4, 2, 3, 3, 4, 3, 2, 4, 1, 4, 2, 1, 4, 3, 2, 4, 2, 3, 3, 3, 3, 4, 1, 2, 2, 1, 1, 1, 3, 3, 1, 3, 4, 4, 1, 3, 2, 3, 4, 3, 3, 3, 3, 3, 2, 3, 3, 2, 3, 3, 3, 2, 3, 1, 3, 1, 1, 4, 2, 3, 1, 3, 1, 1, 3, 2, 1, 3, 3, 2, 1, 3, 3, 3, 3, 1, 2, 4, 3, 4, 2, 4, 4, 3, 3, 1, 1, 3, 1, 4, 3, 1, 2, 1, 2, 4, 3, 2, 3, 1, 1, 2, 4, 3, 3, 1, 3, 2, 1, 3, 1, 3, 3, 3, 3, 3, 2, 3, 3, 3, 3, 2, 3, 4, 3, 1, 2, 3, 3, 4, 3, 3, 3, 3, 3, 3, 2, 2, 3, 3, 3, 4, 3, 3, 3, 1, 3, 3, 1, 2, 2, 3, 1, 4, 3, 2, 1, 3, 1, 3, 3, 3, 2, 3, 3, 1, 3, 3, 1, 3, 1, 3, 3, 1, 1, 3, 2, 3, 1, 2, 2, 3, 3, 2, 2, 1, 3, 1, 3, 2, 1, 3, 1, 3, 3, 3, 3, 3, 1, 3, 4, 3, 3, 1, 1, 3, 3, 3, 3, 4, 3, 2, 2, 2, 3, 3, 3, 1, 3, 2, 2, 3, 3, 4, 3, 3, 3, 1, 3, 2, 1, 3, 4, 2, 3, 3, 4, 2, 3, 3, 1, 3, 1, 3, 2, 1, 2, 3, 1, 2, 1, 3, 3, 2, 3, 1, 1, 3, 2, 2, 2, 2, 3, 3, 2, 3, 1, 1, 3, 1, 4, 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3, 3, 4, 4, 2, 2, 4, 2, 3, 1, 3, 2, 1, 3, 2, 3, 3, 4, 3, 3, 3, 1, 3, 3, 1, 3, 2, 3, 2, 3, 2, 2, 4, 3, 1, 2, 2, 1, 3, 3, 2, 4, 3, 3, 3, 3, 1, 3, 2, 3, 3, 3, 2, 2, 2, 4, 4, 2, 1, 3, 3, 2, 1, 1, 3, 3, 3, 3, 1, 2, 3, 3, 2, 1, 3, 3, 3, 3, 4, 3, 3, 4, 2, 1, 3, 3, 3, 1, 1, 3, 3, 3, 3, 2, 3, 3, 1, 4, 1, 3, 2, 3, 2, 4, 3, 3, 4, 2, 1, 3, 3, 3, 3, 1, 2, 3, 1, 2, 3, 2, 3, 1, 2, 1, 1, 3, 3, 2, 3, 1, 3, 4, 3, 4, 3, 3, 2, 3, 2, 3, 3, 2, 3, 2, 3, 1, 3, 2, 2, 2, 3, 4, 3, 3, 2, 3, 3, 4, 2, 3, 1, 3, 2, 1, 1, 1, 1, 2, 1, 3, 3, 3, 3, 4, 2, 3, 4, 2, 3, 1, 2, 1, 4, 1, 3, 3, 3, 3, 3, 1, 3, 1, 1, 3, 1, 1, 3, 3, 1, 3, 1, 1, 3, 3, 1, 1, 2, 3, 1, 2, 2, 3, 3, 3, 3, 4, 1, 2, 3, 1, 1, 2, 1, 3, 3, 3, 3, 2, 2, 2, 2, 1, 1, 3, 1, 1, 3, 3, 1, 3, 3, 3, 1, 3, 1, 1, 1, 3, 2, 1, 3, 3, 3, 2, 1, 3, 1, 2, 2, 3, 3, 1, 3, 4, 1, 1, 1, 3, 1, 1, 3, 3, 3, 3, 3, 3, 2, 3, 3, 2, 3, 1, 3, 1, 3, 1, 1, 1, 3, 2, 2, 2, 3, 4, 3, 1, 3, 3, 3, 1, 4, 3, 1, 3, 3, 2, 4, 3, 3, 1, 3, 2, 3, 1, 3, 2, 3, 4, 3, 3, 1, 3, 3, 1, 1, 3, 2, 2, 3, 3, 3, 3, 1, 3, 2, 4, 3, 4, 1, 2, 3, 3, 1, 1, 1, 1, 3, 3, 3, 3, 2, 3, 3, 2, 4, 2, 3, 3, 1, 4, 3, 1, 1, 1, 3, 3, 3, 3, 3, 1, 3, 1, 2, 1, 3, 2, 3, 1, 2, 4, 3, 2, 2, 1, 2, 3, 3, 1, 3, 1, 2, 2, 3, 3, 3, 3, 2, 1, 3, 1, 1, 3, 2, 3, 3, 3, 2, 3, 3, 1, 1, 1, 2, 2, 3, 3, 1, 3, 3, 3, 4, 1, 2, 2, 2, 3, 2, 3, 1, 1, 1, 3, 3, 1, 1, 1, 3, 3, 3, 4, 3, 3, 2, 1, 3, 2, 2, 3, 1, 2, 3, 1, 2, 3, 3, 3, 1, 3, 3, 1, 3, 3, 1, 3, 3, 3, 4, 3, 3, 3, 3, 3, 2, 3, 3, 3, 3, 3, 4, 2, 2, 1, 3, 3, 3, 3, 3, 2, 3, 1, 3, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 1, 2, 3, 1, 3, 3, 2, 3, 1, 3, 4, 1, 4, 2, 3, 2, 4, 3, 3, 3, 3, 2, 3, 3, 3, 2, 4, 1, 1, 2, 3, 1, 3, 2, 3, 3, 1, 4, 1, 3, 4, 1, 4, 1, 3, 3, 2, 2, 3, 2, 1, 3, 1, 2, 3, 3, 1, 1, 2, 1, 3, 2, 2, 3, 3, 3, 3, 4, 3, 1, 1, 3, 4, 1, 3, 1, 2, 1, 2, 2, 4, 2, 1, 3, 3, 3, 3, 3, 3, 4, 3, 2, 2, 1, 4, 3, 3, 3, 3, 1, 3, 1, 3, 1, 3, 3, 4, 3, 3, 3, 4, 4, 1, 4, 3, 2, 2, 3, 1, 3, 2, 2, 2, 4, 3, 3, 4, 2, 3, 3, 3, 3, 2, 3, 1, 1, 3, 2, 4, 2, 3, 2, 3, 3, 1, 3, 3, 4, 2, 2, 1, 2, 3, 2, 2, 3, 3, 4, 3, 3, 3, 4, 1, 1, 3, 1, 3, 2, 2, 3, 1, 1, 3, 1, 2, 3, 3, 3, 1, 1, 1, 3, 4, 3, 2, 4, 4, 2, 3, 4, 3, 3, 3, 1, 3, 1, 2, 2, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 3, 1, 2, 1, 1, 3, 3, 3, 3, 3, 1, 3, 2, 4, 3, 1, 4, 1, 1, 2, 3, 4, 3, 3, 4, 3, 3, 3, 3, 3, 3, 4, 2, 3, 3, 2, 3, 3, 1, 4, 4, 2, 2, 2, 3, 2, 2, 1, 2, 2, 1, 3, 3, 3, 3, 2, 3, 3, 3, 2, 3, 3, 4, 4, 3, 3, 2, 3, 2, 1, 1, 1, 3, 3, 3, 3, 3, 2, 3, 2, 3, 1, 3, 3, 3, 3, 3, 3, 3, 2, 3, 2, 3, 1, 3, 4, 2, 1, 1, 3, 4, 1, 1, 3, 1, 3, 2, 3, 3, 2, 1, 4, 3, 1, 2, 3, 3, 3, 3, 3, 1, 2, 3, 3, 2, 2, 3, 2, 1, 4, 2, 2, 4, 3, 1, 1, 2, 4, 2, 1, 1, 3, 3, 3, 3, 1, 2, 3, 3, 3, 2, 3, 1, 2, 3, 3, 3, 4, 3, 3, 1, 3, 2, 3, 3, 3, 3, 4, 3, 3, 2, 3, 3, 2, 3, 3, 3, 3, 1, 4, 3, 3, 3, 3, 3, 3, 1, 3, 2, 3, 3, 3, 3, 3, 2, 3, 1, 3, 1, 2, 1, 1, 3, 3, 3, 3, 2, 4, 2, 3, 3, 3, 2, 1, 3, 3, 3, 3, 3, 2, 3, 2, 2, 2, 3, 3, 4, 3, 4, 2, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 1, 2, 4, 3, 3, 3, 1, 3, 3, 1, 3, 2, 2, 3, 3, 3, 3, 1, 1, 2, 1, 4, 3, 2, 3, 3, 4, 3, 3, 4, 4, 1, 1, 2, 1, 3, 1, 3, 2, 2, 3, 1, 4, 3, 3, 3, 3, 1, 3, 3, 4, 3, 2, 3, 3, 3, 3, 1, 3, 1, 1, 2, 3, 4, 2, 1, 1, 2, 1, 1, 1, 2, 2, 2, 2, 3, 3, 3, 2, 1, 3, 3, 1, 3, 3, 2, 4, 3, 3, 2, 1, 1, 2, 4, 3, 4, 3, 3, 3, 2, 4, 3, 4, 4, 1, 1, 3, 2, 3, 1, 3, 3, 1, 1, 3, 4, 1, 3, 3, 1, 3, 3, 3, 3, 1, 3, 2, 3, 4, 1, 4, 1, 3, 3, 1, 1, 4, 3, 3, 2, 3, 4, 1, 4, 4, 4, 4, 3, 2, 1, 1, 4, 3, 3, 4, 4, 3, 3, 1, 1, 2, 3, 2, 3, 3, 1, 1, 3, 2, 2, 3, 2, 3, 3, 1, 3, 3, 4, 2, 2, 1, 3, 2, 3, 2, 3, 3, 1, 2, 3, 3, 3, 3, 3, 3, 3, 2, 3, 2, 4, 1, 2, 3, 3, 3, 1, 1, 2, 1, 3, 3, 4, 2, 1, 3, 1, 3, 3, 2, 4, 3, 3, 1, 3, 2, 3, 1, 1, 3, 2, 3, 3, 3, 1, 2, 3, 1, 3, 3, 3, 3, 2, 1, 2, 2, 3, 2, 3, 1, 1, 2, 3, 3, 3, 1, 3, 3, 3, 4, 3, 1, 2, 2, 2, 2, 3, 4, 3, 1, 3, 3, 3, 4, 3, 2, 3, 1, 3, 3, 4, 2, 1, 2, 1, 3, 3, 3, 1, 3, 3, 3, 3, 3, 1, 2, 3, 3, 2, 3, 3, 3, 2, 3, 3, 3, 4, 2, 3, 2, 3, 2, 4, 3, 3, 2, 4, 4, 3, 1, 3, 3, 2, 2, 3, 2, 1, 1, 2, 3, 2, 4, 3, 3, 1, 2, 3, 3, 3, 1, 3, 2, 3, 3, 3, 2, 3, 3, 3, 1, 2, 1, 3, 1, 1, 4, 3, 3, 1, 4, 2, 4, 2, 3, 1, 1, 4, 2, 2, 1, 3, 4, 3, 1, 1, 2, 3, 2, 4, 1, 4, 3, 3, 2, 2, 2, 1, 3, 2, 2, 3, 1, 4, 3, 1, 1, 2, 2, 3, 2, 3, 3, 2, 4, 2, 3, 3, 3, 2, 4, 1, 3, 2, 2, 2, 2, 3, 2, 1, 3, 1, 3, 3, 1, 3, 3, 2, 3, 2, 4, 3, 3, 3, 3, 3, 3, 2, 4, 3, 2, 2, 2, 3, 3, 1, 3, 3, 1, 3, 4, 3, 4, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 1, 3, 3, 3, 1, 2, 1, 4, 2, 3, 3, 3, 3, 3, 3, 3, 1, 3, 3, 2, 3, 3, 3, 1, 3, 2, 2, 3, 2, 3, 3, 2, 3, 2, 2, 3, 2, 3, 1, 2, 2, 3, 2, 3, 1, 1, 3, 1, 3, 3, 1, 3, 3, 1, 3, 2, 1, 3, 3, 1, 2, 3, 1, 1, 1, 3, 1, 2, 3, 1, 3, 3, 3, 3, 3, 3, 1, 3, 1, 1, 1, 2, 3, 3, 1, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 3, 3, 4, 2, 1, 3, 3, 1, 1, 2, 2, 2, 1, 2, 1, 3, 3, 3, 3, 2, 3, 2, 1, 4, 2, 4, 2, 4, 3, 3, 3, 3, 4, 3, 2, 3, 3, 3, 3, 3, 4, 2, 3, 2, 2, 1, 1, 3, 3, 3, 3, 1, 4, 3, 3, 2, 3, 1, 2, 1, 2, 1, 2, 3, 3, 3, 2, 3, 1, 3, 3, 2, 3, 2, 2, 2, 1, 2, 3, 2, 4, 3, 2, 2, 1, 1, 3, 1, 3, 3, 3, 3, 3, 2, 1, 3, 1, 3, 3, 3, 2, 3, 2, 3, 3, 3, 3, 3, 1, 3, 1, 3, 3, 1, 1, 1, 1, 4, 3, 3, 1, 1, 1, 2, 4, 1, 3, 3, 3, 4, 2, 1, 1, 2, 1, 1, 3, 3, 3, 4, 3, 3, 2, 3, 3, 3, 3, 1, 3, 1, 2, 3, 1, 2, 2, 3, 3, 1, 3, ...
#> $ degree <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 4, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 4, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 3, 1, 1, 1, 1, 4, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 4, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 4, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 4, 2, 2, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 3, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 3, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 3, 2, 1, 1, 4, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 4, 4, 1, 1, 1, 1, 1, 2, 3, 4, 1, 2, 1, 1, 1, 1, 2, 4, 1, 4, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 2, 4, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 3, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 4, 3, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 4, 4, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 4, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 3, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 4, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 4, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 3, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 4, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 4, 2, 2, 4, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 4, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 4, 2, 1, 4, 2, 2, 4, 2, 1, 4, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 4, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 4, 2, 2, 1, 2, 1, 1, 3, 2, 2, 2, 4, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 4, 2, 4, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 4, 1, 2, 1, 1, 4, 1, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 4, 2, 1, 3, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 3, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 4, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 3, 2, 1, 1, 1, 1, 1, 4, 1, 2, 2, 1, 1, 4, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 4, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 4, 1, 1, 2, 4, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 4, 1, 1, 4, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 4, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 4, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 4, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1, 4, 2, 2, 2, 1, 1, 1, 1, 1, 1, 3, 2, 2, 1, 1, 1, 2, 1, 1, 2, 4, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 3, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 4, 2, 4, 4, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 4, 1, 2, 4, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 4, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 4, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 4, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 3, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 4, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 3, 2, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 4, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 4, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 4, 1, 2, 1, 1, 2, 1, 1, 1, 1, 3, 1, 2, 4, 1, 1, 3, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 4, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 4, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 4, 1, 1, 1, 2, 1, 4, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 4, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 4, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 4, 1, 1, 2, 1, 1, 4, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 4, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 4, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 3, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 3, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 4, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 4, 2, 3, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 3, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 4, 1, 2, 1, 2, 2, 2, 1, 3, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 4, 1, 1, 1, 1, 1, 2, 1, 1, 4, 1, 2, 1, 1, 1, 1, 2, 4, 2, 1, 1, 1, 1, 1, 1, 1, 3, 1, 2, 1, 4, 3, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 4, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 3, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 4, 1, 2, 1, 2, 4, 2, 1, 2, 1, 2, 4, 1, 1, 3, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 3, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 3, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 4, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 4, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 3, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 4, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 4, 1, 2, 1, 2, 4, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 4, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 4, 1, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 4, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 4, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 4, 1, 1, 1, 1, 2, 4, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 4, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 4, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 4, 1, 1, 1, 1, 1, 1, 1, 3, 2, 1, 1, 1, 2, 4, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, ...
#> $ experience <int> 7, 21, 16, 5, 8, 3, 11, 10, 13, 0, 6, 13, 1, 8, 13, 13, 14, 8, 13, 0, 8, 15, 8, 10, 4, 7, 17, 12, 4, 0, 18, 4, 12, 14, 13, 14, 5, 5, 1, 5, 2, 2, 11, 13, 5, 0, 4, 5, 8, 2, 11, 14, 13, 3, 15, 20, 11, 20, 6, 11, 12, 6, 12, 18, 2, 11, 1, 17, 0, 13, 17, 20, 4, 15, 6, 10, 4, 16, 8, 6, 15, 10, 15, 8, 10, 3, 6, 6, 1, 13, 13, 9, 8, 6, 11, 8, 19, 8, 18, 3, 12, 5, 6, 8, 10, 8, 2, 11, 0, 14, 0, 7, 7, 0, 21, 0, 12, 12, 0, 1, 5, 3, 1, 2, 10, 14, 2, 1, 4, 11, 1, 0, 0, 3, 15, 3, 13, 3, 10, 11, 12, 11, 8, 16, 15, 10, 1, 9, 15, 8, 4, 4, 16, 13, 4, 9, 13, 9, 4, 12, 11, 1, 2, 11, 13, 14, 6, 11, 12, 6, 4, 9, 1, 10, 12, 8, 12, 15, 1, 20, 6, 9, 5, 0, 4, 14, 12, 2, 8, 6, 3, 15, 17, 14, 15, 4, 3, 11, 7, 10, 12, 9, 6, 1, 3, 1, 0, 8, 6, 11, 15, 10, 5, 9, 11, 5, 13, 24, 13, 7, 8, 5, 4, 9, 17, 8, 11, 15, 2, 8, 4, 0, 4, 12, 4, 3, 21, 5, 3, 12, 15, 7, 0, 4, 13, 2, 2, 4, 10, 17, 6, 24, 6, 2, 18, 8, 2, 12, 5, 5, 4, 8, 0, 13, 6, 9, 27, 19, 7, 3, 14, 1, 10, 6, 6, 9, 11, 16, 2, 15, 12, 10, 2, 15, 16, 12, 13, 8, 9, 0, 11, 3, 11, 3, 5, 20, 5, 1, 6, 0, 12, 12, 8, 14, 3, 10, 1, 2, 2, 1, 0, 4, 12, 16, 16, 3, 15, 12, 6, 0, 0, 1, 5, 20, 6, 24, 12, 1, 8, 13, 3, 14, 17, 24, 11, 11, 13, 14, 7, 4, 2, 21, 6, 16, 2, 12, 0, 1, 12, 0, 13, 3, 3, 1, 16, 13, 5, 12, 12, 8, 24, 14, 12, 11, 14, 1, 15, 1, 18, 11, 6, 12, 10, 7, 6, 12, 0, 19, 3, 5, 18, 8, 8, 12, 8, 8, 10, 10, 15, 6, 0, 6, 15, 20, 3, 11, 8, 10, 2, 5, 5, 14, 22, 11, 10, 20, 5, 9, 14, 16, 21, 18, 6, 9, 13, 0, 2, 8, 13, 11, 8, 8, 4, 4, 11, 15, 5, 5, 13, 11, 8, 5, 20, 3, 6, 15, 5, 4, 1, 13, 7, 7, 3, 11, 10, 0, 10, 17, 10, 15, 1, 16, 6, 13, 12, 4, 4, 11, 8, 0, 16, 10, 6, 3, 5, 11, 22, 9, 3, 15, 13, 13, 13, 6, 13, 8, 0, 8, 4, 15, 2, 9, 3, 1, 2, 13, 12, 6, 7, 13, 13, 0, 11, 3, 13, 1, 12, 8, 2, 8, 11, 12, 19, 7, 6, 0, 11, 8, 11, 5, 13, 11, 9, 10, 6, 2, 15, 11, 10, 14, 6, 6, 6, 5, 3, 8, 14, 8, 3, 1, 4, 4, 13, 21, 2, 17, 6, 1, 12, 5, 13, 20, 8, 13, 21, 13, 11, 8, 13, 13, 10, 4, 5, 12, 20, 13, 18, 3, 7, 8, 8, 10, 6, 6, 5, 1, 0, 9, 13, 2, 2, 11, 19, 8, 12, 8, 8, 6, 13, 8, 13, 5, 6, 14, 11, 11, 15, 8, 11, 9, 6, 10, 12, 19, 8, 10, 13, 12, 8, 8, 5, 0, 19, 10, 21, 6, 0, 11, 2, 3, 11, 4, 12, 4, 12, 3, 11, 2, 14, 8, 5, 8, 2, 0, 8, 11, 15, 10, 4, 8, 18, 15, 13, 0, 10, 3, 4, 11, 2, 4, 13, 8, 13, 5, 0, 12, 5, 1, 6, 8, 1, 10, 0, 3, 12, 0, 13, 14, 0, 14, 15, 14, 2, 13, 15, 21, 22, 21, 8, 8, 13, 12, 12, 11, 0, 2, 22, 10, 3, 4, 12, 3, 11, 11, 15, 6, 6, 3, 17, 0, 1, 14, 12, 9, 12, 1, 0, 10, 6, 11, 8, 0, 17, 16, 4, 5, 14, 0, 12, 3, 6, 8, 3, 6, 10, 12, 6, 20, 12, 15, 3, 5, 10, 1, 12, 12, 6, 13, 8, 8, 6, 13, 13, 22, 11, 11, 11, 8, 2, 15, 4, 8, 4, 11, 4, 13, 2, 20, 7, 6, 3, 6, 0, 12, 20, 8, 1, 4, 4, 6, 6, 13, 6, 8, 16, 8, 13, 9, 12, 11, 9, 8, 11, 5, 5, 3, 13, 5, 8, 22, 12, 13, 6, 1, 3, 11, 19, 13, 9, 10, 2, 6, 11, 6, 4, 3, 27, 20, 13, 10, 11, 0, 13, 10, 3, 3, 11, 8, 6, 6, 5, 0, 5, 13, 2, 8, 10, 8, 6, 2, 4, 3, 6, 6, 3, 16, 17, 17, 1, 6, 4, 10, 20, 4, 21, 11, 14, 1, 16, 2, 8, 4, 13, 8, 10, 6, 12, 7, 5, 12, 2, 21, 16, 2, 0, 5, 4, 14, 13, 8, 5, 13, 15, 15, 8, 12, 5, 8, 12, 6, 12, 13, 12, 8, 11, 27, 12, 11, 2, 7, 6, 1, 2, 11, 6, 21, 11, 12, 9, 13, 8, 5, 10, 15, 3, 13, 6, 1, 10, 6, 24, 1, 12, 8, 0, 4, 6, 6, 24, 13, 8, 4, 16, 12, 6, 4, 24, 4, 8, 11, 21, 1, 9, 6, 11, 1, 20, 9, 5, 14, 12, 10, 20, 1, 5, 8, 0, 5, 14, 4, 12, 14, 13, 1, 11, 17, 12, 12, 22, 11, 10, 15, 8, 4, 13, 20, 6, 8, 11, 13, 8, 13, 6, 11, 1, 3, 14, 13, 13, 6, 13, 5, 11, 20, 2, 12, 4, 22, 9, 8, 11, 22, 10, 19, 11, 12, 4, 16, 8, 24, 19, 7, 3, 13, 12, 9, 1, 12, 13, 6, 8, 3, 9, 24, 10, 6, 3, 1, 6, 6, 2, 6, 5, 13, 1, 1, 8, 12, 11, 9, 6, 7, 1, 11, 6, 12, 6, 11, 10, 16, 14, 9, 5, 13, 0, 8, 5, 2, 13, 14, 18, 18, 13, 9, 10, 0, 2, 2, 2, 4, 1, 5, 5, 10, 7, 13, 13, 13, 13, 1, 12, 21, 3, 12, 3, 7, 21, 12, 8, 11, 15, 2, 12, 16, 2, 11, 11, 5, 12, 6, 9, 3, 4, 8, 9, 13, 13, 4, 5, 11, 24, 8, 7, 15, 3, 13, 12, 16, 8, 1, 19, 10, 6, 17, 8, 10, 8, 9, 10, 5, 6, 14, 18, 11, 0, 13, 13, 10, 9, 24, 12, 0, 3, 10, 6, 3, 0, 8, 10, 6, 10, 6, 5, 11, 12, 8, 8, 4, 8, 10, 0, 12, 2, 6, 10, 6, 3, 10, 11, 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12, 3, 0...
#> $ treatment <dbl> 1, 1, 0, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 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0, 0, 0...
rm(df_star_panel) # comment this line out if you want to keep data frame df_star_panel
##########
########## IPEDS
##########
# Load ipeds dataset from course website url
load(file = url('https://github.com/anyone-can-cook/educ152/raw/main/data/ipeds/output_data/panel_data.RData'))
# Create ipeds data frame with fewer variables/observations
df_ipeds_pop <- panel_data %>%
# keep IPEDS tuition data from fall of which year (e.g., fall 2016 is price for programs in 2016-17 academic year)
filter(year == 2016) %>%
# which universities to keep:
# 2015 carnegie classification: keep research universities (15,16,17) and master's universities (18,19,20)
filter(c15basic %in% c(15,16,17,18,19,20)) %>%
# which variables to keep
select(instnm,unitid,opeid6,opeid,control,c15basic,stabbr,city,zip,locale,obereg, # basic institutional characteristics
tuition6,fee6,tuition7,fee7, # avg tuition and fees for full-time grad, in-state and out-of-state
isprof3,ispfee3,osprof3,ospfee3, # avg tuition and fees for MD, in-state and out-of-state
isprof9,ispfee9,osprof9,ospfee9, # avg tuition and fees for Law, in-state and out-of-state
chg4ay3,chg7ay3,chg8ay3) %>% # [undergraduate] books+supplies; off-campus (not with family) room and board; off-campus (not with family) other expenses
# rename variables; syntax <new_name> = <old_name>
rename(region = obereg, # revion
tuit_grad_res = tuition6, fee_grad_res = fee6, tuit_grad_nres = tuition7, fee_grad_nres = fee7, # grad
tuit_md_res = isprof3, fee_md_res = ispfee3, tuit_md_nres = osprof3, fee_md_nres = ospfee3, # md
tuit_law_res = isprof9, fee_law_res = ispfee9, tuit_law_nres = osprof9, fee_law_nres = ospfee9, # law
books_supplies = chg4ay3, roomboard_off = chg7ay3, oth_expense_off = chg8ay3) %>% # [undergraduate] expenses
# create measures of tuition+fees
mutate(
tuitfee_grad_res = tuit_grad_res + fee_grad_res, # graduate, state resident
tuitfee_grad_nres = tuit_grad_nres + fee_grad_nres, # graduate, non-resident
tuitfee_md_res = tuit_md_res + fee_md_res, # MD, state resident
tuitfee_md_nres = tuit_md_nres + fee_md_nres, # MD, non-resident
tuitfee_law_res = tuit_law_res + fee_law_res, # Law, state resident
tuitfee_law_nres = tuit_law_nres + fee_law_nres) %>% # Law, non-resident
# create measures of cost-of-attendance (COA) as the sum of tuition, fees, book, living expenses
mutate(
coa_grad_res = tuit_grad_res + fee_grad_res + books_supplies + roomboard_off + oth_expense_off, # graduate, state resident
coa_grad_nres = tuit_grad_nres + fee_grad_nres + books_supplies + roomboard_off + oth_expense_off, # graduate, non-resident
coa_md_res = tuit_md_res + fee_md_res + books_supplies + roomboard_off + oth_expense_off, # MD, state resident
coa_md_nres = tuit_md_nres + fee_md_nres + books_supplies + roomboard_off + oth_expense_off, # MD, non-resident
coa_law_res = tuit_law_res + fee_law_res + books_supplies + roomboard_off + oth_expense_off, # Law, state resident
coa_law_nres = tuit_law_nres + fee_law_nres + books_supplies + roomboard_off + oth_expense_off) # %>% # Law, non-resident
# [COMMENTED THIS OUT] keep only observations that have non-missing values for the variable coa_grad_res
# this does cause us to lose some interesting universities, but doing this will eliminate some needless complications with respect to learning core concepts about statistical inference
#filter(!is.na(coa_grad_res))
# Add variable labels to the tuit+fees variables and coa variables
# tuition + fees variables
var_label(df_ipeds_pop[['tuitfee_grad_res']]) <- 'graduate, full-time, resident; avg tuition + required fees'
var_label(df_ipeds_pop[['tuitfee_grad_nres']]) <- 'graduate, full-time, non-resident; avg tuition + required fees'
var_label(df_ipeds_pop[['tuitfee_md_res']]) <- 'MD, full-time, state resident; avg tuition + required fees'
var_label(df_ipeds_pop[['tuitfee_md_nres']]) <- 'MD, full-time, non-resident; avg tuition + required fees'
var_label(df_ipeds_pop[['tuitfee_law_res']]) <- 'Law, full-time, state resident; avg tuition + required fees'
var_label(df_ipeds_pop[['tuitfee_law_nres']]) <- 'Law, full-time, non-resident; avg tuition + required fees'
# COA variables
var_label(df_ipeds_pop[['coa_grad_res']]) <- 'graduate, full-time, state resident COA; == tuition + fees + (ug) books/supplies + (ug) off-campus room and board + (ug) off-campus other expenses'
var_label(df_ipeds_pop[['coa_grad_nres']]) <- 'graduate, full-time, non-resident COA; == tuition + fees + (ug) books/supplies + (ug) off-campus room and board + (ug) off-campus other expenses'
var_label(df_ipeds_pop[['coa_md_res']]) <- 'MD, full-time, state resident COA; == tuition + fees + (ug) books/supplies + (ug) off-campus room and board + (ug) off-campus other expenses'
var_label(df_ipeds_pop[['coa_md_nres']]) <- 'MD, full-time, non-resident COA; == tuition + fees + (ug) books/supplies + (ug) off-campus room and board + (ug) off-campus other expenses'
var_label(df_ipeds_pop[['coa_law_res']]) <- 'Law, full-time, state resident COA; == tuition + fees + (ug) books/supplies + (ug) off-campus room and board + (ug) off-campus other expenses'
var_label(df_ipeds_pop[['coa_law_nres']]) <- 'Law, full-time, non-resident COA; == tuition + fees + (ug) books/supplies + (ug) off-campus room and board + (ug) off-campus other expenses'
#df_ipeds_pop %>% glimpse()
rm(panel_data) # comment this line out if you want to keep data frame panel_data
##########
########## SCORECARD DATA ON DEBT AND EARNINGS
##########
# load scorecard dataset from course website url
load(file = url('https://github.com/anyone-can-cook/educ152/raw/main/data/college_scorecard/output_data/df_debt_earn_panel_labelled.RData'))
df_scorecard <- df_debt_earn_panel_labelled %>%
# keep most recent year of data
filter(field_ay == '2017-18') %>%
# keep master's degrees
filter(credlev == 5) %>%
# carnegie categories to keep: 15 = Doctoral Universities: Very High Research Activity; 16 = Doctoral Universities: High Research Activity
# note: variable ccbasic from scorecard data is 2015 carnegie classification
filter(ccbasic %in% c(15,16,17,18,19,20)) %>%
# drop "parent plus" loan variables and other vars we won't use in this lecture
select(-contains('_pp'),-contains('_any'),-field_ay,-st_fips,-zip,-longitude,-latitude,-locale2,-highdeg,-accredagency,-relaffil,-hbcu,-annhi,-tribal,-aanapii,-hsi,-nanti,-main,-numbranch,-control) %>%
# create variable for broad field of degree (e.g., education, business)
mutate(cipdig2 = str_sub(string = cipcode, start = 1, end = 2)) %>%
# shorten variable cipdesc to make it more suitable for printing
mutate(cipdesc = str_sub(string = cipdesc, start = 1, end = 50)) %>%
# re-order variables
relocate(opeid6,unitid,instnm,ccbasic,stabbr,city,cipdig2)
#df_scorecard %>% glimpse()
# For debt and earnings variables, convert from character to numeric variables (which replaces "PrivacySuppressed" values with NA values)
df_scorecard <- df_scorecard %>%
mutate(
debt_all_stgp_eval_n = as.numeric(debt_all_stgp_eval_n),
debt_all_stgp_eval_mean = as.numeric(debt_all_stgp_eval_mean),
debt_all_stgp_eval_mdn = as.numeric(debt_all_stgp_eval_mdn),
debt_all_stgp_eval_mdn10yrpay = as.numeric(debt_all_stgp_eval_mdn10yrpay),
earn_count_wne_hi_1yr = as.numeric(earn_count_wne_hi_1yr),
earn_mdn_hi_1yr = as.numeric(earn_mdn_hi_1yr),
earn_count_wne_hi_2yr = as.numeric(earn_count_wne_hi_2yr),
earn_mdn_hi_2yr = as.numeric(earn_mdn_hi_2yr),
ipedscount1 = as.numeric(ipedscount1),
ipedscount2 = as.numeric(ipedscount2)
)
# add variable label to variable cipdig2
attr(df_scorecard[['cipdig2']], which = 'label') <- 'broad degree field code = 2-digit classification of instructional programs (CIP) degree code'
# add variable label attribute back to debt and earnings variables
for(v in c('debt_all_stgp_eval_n','debt_all_stgp_eval_mean','debt_all_stgp_eval_mdn','debt_all_stgp_eval_mdn10yrpay','earn_count_wne_hi_1yr','earn_mdn_hi_1yr','earn_count_wne_hi_2yr','earn_mdn_hi_2yr','cipdesc','ipedscount1','ipedscount2')) {
#writeLines(str_c('object v=', v))
#writeLines(attr(df_debt_earn_panel_labelled[[v]], which = 'label'))
attr(df_scorecard[[v]], which = 'label') <- attr(df_debt_earn_panel_labelled[[v]], which = 'label')
}
#df_scorecard %>% glimpse()
rm(df_debt_earn_panel_labelled) # comment this line out if you want to keep data frame df_debt_earn_panel_labelled
#earn_mdn_hi_2yr
##########
########## LEFT JOIN SCORECARD AND IPEDS DATA
##########
# investigate data structure
# df_scorecard; these vars uniquely identify observations
df_scorecard %>% group_by(opeid6,cipcode) %>% summarise(n_per_key=n()) %>% ungroup() %>% count(n_per_key)
#> # A tibble: 1 x 2
#> n_per_key n
#> <int> <int>
#> 1 1 28057
# df_ipeds_pop: these vars uniquely identify observations
df_ipeds_pop %>% group_by(unitid) %>% summarise(n_per_key=n()) %>% ungroup() %>% count(n_per_key)
#> # A tibble: 1 x 2
#> n_per_key n
#> <int> <int>
#> 1 1 1091
# join
# start with df_ipeds_pop, keep selected variables; then do do a right_join (i.e., keep obs in y table)
df_score_ipeds <- df_ipeds_pop %>%
select(-instnm,-opeid6,-opeid,-c15basic,-region,-locale,-city,-stabbr,-zip) %>% mutate(one=1) %>%
right_join(y=df_scorecard, by = 'unitid')
#df_score_ipeds %>% glimpse()
# 52 unitids from scorecard that don't have a match in ipeds
# could be due to differences in year; decision: drop thiese
df_score_ipeds %>% filter(is.na(one)) %>% count(unitid) # 52 unitids from scorecard data with missing IPEDS data
#> # A tibble: 52 x 2
#> unitid n
#> <dbl> <int>
#> 1 108232 21
#> 2 127556 5
#> 3 140872 7
#> 4 140988 3
#> 5 150941 6
#> 6 151290 4
#> 7 152381 3
#> 8 152567 6
#> 9 153001 8
#> 10 153126 3
#> # ... with 42 more rows
df_score_ipeds %>% filter(is.na(one)) %>% count(instnm) # 52 unitids from scorecard data with missing IPEDS data
#> # A tibble: 52 x 2
#> instnm n
#> <chr> <int>
#> 1 Academy of Art University 21
#> 2 Augustana University 4
#> 3 Baker College 12
#> 4 Buena Vista University 8
#> 5 Calvin University 7
#> 6 Cedar Crest College 9
#> 7 Cedarville University 4
#> 8 Clarke University 3
#> 9 Coker University 3
#> 10 Colorado Mesa University 5
#> # ... with 42 more rows
df_score_ipeds <- df_score_ipeds %>%
# drop unitids from scorecard that don't merge to ipeds data (on tuition)
filter(!is.na(one)) %>%
# drop observations that don't have mean debt data
filter(!is.na(debt_all_stgp_eval_mean)) %>%
# drop for-profits
filter(control !=3) %>%
# drop tuition/coa vars for law and md
select(-one,-contains('law'),-contains('md_')) %>%
# create measure of urbanization from locale
mutate(
urban = case_when(
locale %in% c(11) ~ 1, # city
locale %in% c(12,13) ~ 2, # city
locale %in% c(21,22,23) ~ 3, # suburb
locale %in% c(31,32,33,41,42,43) ~ 4 # town/rural
)
) %>%
# create value labels for level of urbanization
set_value_labels(
urban = c(
'large city (250k+)' = 1,
'med/small city' = 2,
'suburb' = 3,
'town/rural' = 4
)
) %>%
# change variable order
relocate(opeid6,unitid,instnm,control,ccbasic,stabbr,region,city,locale,urban,cipdig2,cipcode,cipdesc,credlev,creddesc,
contains('ipeds'),starts_with('debt'),starts_with('earn'))
# create variable label
var_label(df_score_ipeds[['urban']]) <- 'four-category variable of level of urbanization (large city, small/med city, suburb, town/rural) created from locale'
# %>% count(urban, locale) # crosscheck
df_score_ipeds %>% glimpse()
#> Rows: 9,444
#> Columns: 36
#> $ opeid6 <chr> "001002", "001002", "001002", "001002", "001002", "001002", "001002", "001002", "001002", "001002", "001002", "001002", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "025034", "025034", "001055", "001055", "001055", "001055", "001005", "001005", "001005", "001005", "001005", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "008310", "008310", "008310", "008310", "008310", "008310", "008310", "008310", "008310", "008310", "008310", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001003", "001003", "001003", "001003", "001020", "001020", "001020", "001020", "001020", "001020", "001020", "001020", "001020", "001020", "001020", "001020", "001020", "001020", "001024", "001024", "001024", "001024", "001024", "001024", "001004", "001004", "001004", "001004", "001016", "001016", "001016", "001016", "001016", "001016", "001036", "001036", "001036", "001036", "001036", "001036", "001036", "001036", "001036", "001036", "001057", "001057", "001057", "001057", "001057", "001057", "001057", "001057", "001057", "001057", "001057", "001057", "001057", "001047", "001047", "001047", "001047", "001047", "001047", "001047", "001047", "001047", "001047", "001047", "001047", "001047", "001047", "001050", "011462", "011462", "011462", "011462", "011462", "011462", "001063", "001063", "001065", "001065", "001065", "001065", "001061", "001061", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "020653", "001101", "001101", "001101", "001101", "001101", "001101", "001101", "001101", "001101", "001108", "001108", "001108", "001108", "001108", "001108", "001108", "001108", "001108", "001108", "001108", "001108", "001108", "001108", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001089", "001089", "001089", "001089", "001089", "001089", "001089", "001089", "001089", "001085", "001085", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001097", "001097", "001097", "001097", "001097", "001097", "001097", "001097", "001097", "001098", "001098", "001098", "001098", "001098", "001100", "001100", "001107", "001107", "001107", "001107", "001107", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001122", "001122", "001122", "001122", "001122", "001122", "001122", "001122", "001122", "001122", "001122", "012154", "012154", "001125", "001125", "001125", "001125", "001125", "001125", "001125", "001125", "001125", "001125", "001125", "001125", "001125", "001125", "001133", "001133", "001133", "001133", "001133", "001133", "001133", "001133", "001133", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "007993", "007993", "007993", "007993", "007993", "007993", "001157", "001157", "001157", "001157", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001144", "001144", "001144", "001144", "001144", "001144", "001144", "001144", "001144", "001146", "001146", "001146", "001146", "001146", "001146", "001141", "001141", "001141", "001141", "001141", "001141", "001141", "001141", "001141", "001141", "001141", "001147", "001147", "001147", "001147", "001147", "001147", "001147", "001147", "001147", "001147", "001147", "001147", "001147", "001147", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001138", "001138", "001138", "001138", "001138", "001138", "001138", "001138", "001138", "001138", "001138", "001138", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001312", "001312", "001312", "001312", "001313", "001313", "001313", "001313", "001313", "001313", "001313", "001313", "001313", "001313", "001314", "001314", "001314", "001314", "001314", "001314", "001314", "001314", "001314", "001314", "001314", "001314", "001314", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001316", "001316", "001316", "001316", "001317", "001317", "001317", "001317", "001317", "001317", "001317", "001317", "001317", "001317", "001317", "001317", "001317", "001317", "001320", "001321", "001321", "001164", "001164", "001164", "001164", "001164", "001164", "001164", "001164", "020705", "020705", "020705", "020705", "020705", "020705", "020705", "001169", "001169", "001169", "001169", "001169", "001169", "001169", "001169", "001169", "001196", "001196", "001196", "001196", "001196", "001196", "020961", "001253", "001253", "001253", "001253", "001253", "001253", "001253", "001253", "001253", "001205", "001205", "001205", "001205", "001205", "001205", "001205", "001205", "001205", "001183", "001183", "001183", "001183", "001149", "001149", "001149", "001149", "001149", "001149", "001149", "001149", "004484", "004484", "004484", "001216", "001216", "001216", "001216", "001216", "001216", "001216", "001216", "001215", "001215", "001215", "001220", "001220", "011649", "011649", "011649", "011649", "011649", 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#> $ unitid <dbl> 100654, 100654, 100654, 100654, 100654, 100654, 100654, 100654, 100654, 100654, 100654, 100654, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100690, 100690, 100706, 100706, 100706, 100706, 100724, 100724, 100724, 100724, 100724, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100830, 100830, 100830, 100830, 100830, 100830, 100830, 100830, 100830, 100830, 100830, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 101189, 101189, 101189, 101189, 101480, 101480, 101480, 101480, 101480, 101480, 101480, 101480, 101480, 101480, 101480, 101480, 101480, 101480, 101587, 101587, 101587, 101587, 101587, 101587, 101709, 101709, 101709, 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110608, 110608, 110608, 110608, 110608, 110608, 110608, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110635, 110635, 110635, 110635, 110644, 110644, 110644, 110644, 110644, 110644, 110644, 110644, 110644, 110644, 110653, 110653, 110653, 110653, 110653, 110653, 110653, 110653, 110653, 110653, 110653, 110653, 110653, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110671, 110671, 110671, 110671, 110680, 110680, 110680, 110680, 110680, 110680, 110680, 110680, 110680, 110680, 110680, 110680, 110680, 110680, 110705, 110714, 110714, 111948, 111948, 111948, 111948, 111948, 111948, 111948, 111948, 112075, 112075, 112075, 112075, 112075, 112075, 112075, 112251, 112251, 112251, 112251, 112251, 112251, 112251, 112251, 112251, 113698, 113698, 113698, 113698, 113698, 113698, 114549, 114813, 114813, 114813, 114813, 114813, 114813, 114813, 114813, 114813, 115083, 115083, 115083, 115083, 115083, 115083, 115083, 115083, 115083, 115728, 115728, 115728, 115728, 115755, 115755, 115755, 115755, 115755, 115755, 115755, 115755, 116712, 116712, 116712, 117140, 117140, 117140, 117140, 117140, 117140, 117140, 117140, 117627, 117627, 117627, 117751, 117751, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 118888, 118888, 118888, 118888, 118888, 118888, 118888, 119173, 119173, 119173, 119173, 119173, 119173, 119173, 119173, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 120184, 120184, 120184, 120184, 120184, 120537, 120537, 120537, 120537, 120883, 120883, 120883, 120883, 120883, 120883, 120883, 121150, 121150, 121150, 121150, 121150, 121150, 121150, 121150, 121150, 121309, 121309, 121309, 121309, 121309, 121691, 121691, 121691, 121691, 121691, 121691, 121691, 121691, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122755, 122755, 122755, 122755, 122755, 122755, 122755, 122755, 122755, 122755, 122755, 122755, 122931, 122931, 122931, 122931, 122931, 122931, 122931, 123457, 123554, 123554, 123554, 123554, 123554, 123554, 123554, 123554, 123554, 123572, 123572, 123572, 123572, 123572, 123572, 123651, 123651, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 125897, 125897, 126182, 126182, 126182, 126182, 126182, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126580, 126580, 126580, 126580, 126580, 126580, 126580, 126580, 126580, 126580, 126580, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126669, 126669, 126669, 126669, 126775, 126775, 126775, 126775, 126775, 126775, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127565, 127565, 127565, 127653, 127653, 127653, 127741, 127741, 127741, 127741, 127741, 127741, 127741, 127741, 127741, 127741, 127741, 127741, 127741, 127741, 127918, 127918, 127918, 127918, 127918, 127918, 127918, 127918, 127918, 127918, 127918, 127918, 128106, 128106, 128106, 128391, 12839...
#> $ instnm <chr> "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "Amridge University", "Amridge University", "University of Alabama in Huntsville", "University of Alabama in Huntsville", "University of Alabama in Huntsville", "University of Alabama in Huntsville", "Alabama State University", "Alabama State University", "Alabama State University", "Alabama State University", "Alabama State University", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Faulkner University", "Faulkner University", "Faulkner University", "Faulkner University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "University of West Alabama", "University of West Alabama", "University of West Alabama", "University of West Alabama", "University of West Alabama", "University of West Alabama", "University of Montevallo", "University of Montevallo", "University of Montevallo", "University of Montevallo", "University of North Alabama", "University of North Alabama", "University of North Alabama", "University of North Alabama", "University of North Alabama", "University of North Alabama", "Samford University", "Samford University", "Samford University", "Samford University", "Samford University", "Samford University", "Samford University", "Samford University", "Samford University", "Samford University", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Tuskegee University", "University of Alaska Anchorage", "University of Alaska Anchorage", "University of Alaska Anchorage", "University of Alaska Anchorage", "University of Alaska Anchorage", "University of Alaska Anchorage", "University of Alaska Fairbanks", "University of Alaska Fairbanks", "University of Alaska Southeast", "University of Alaska Southeast", "University of Alaska Southeast", "University of Alaska Southeast", "Alaska Pacific University", "Alaska Pacific University", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Prescott College", "University of Arkansas at Little Rock", "University of Arkansas at Little Rock", "University of Arkansas at Little Rock", "University of Arkansas at Little Rock", "University of Arkansas at Little Rock", "University of Arkansas at Little Rock", "University of Arkansas at Little Rock", "University of Arkansas at Little Rock", "University of Arkansas at Little Rock", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus...
#> $ control <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 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15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 17, 17, 17, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 19, 19, 19, 19, 19, 19, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 19, 19, 19, 19, 19, 19, 19, 19, 16, 16, 16, 16, 16, 16, 20, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 19, 19, 19, 19, 19, 18, 18, 18, 18, 18, 18, 18, 18, 18, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 19, 19, 19, 19, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 19, 19, 19, 19, 19, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 18, 18, 18, 18, 18, 18, 18, 20, 20, 20, 19, 19, 19, 19, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 18, 18, 18, 18, 18, 17, 17, 17, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 18, 18, 18, 18, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 18, 18, 18, 18, 18, 18, 18, 18, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 18, 18, 18, 18, 18, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 19, 19, 19, 19, 19, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 17, 17, 17, 17, 17, 17, 17, 17, 17, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 1...
#> $ stabbr <chr> "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AK", "AK", "AK", "AK", "AK", "AK", "AK", "AK", "AK", "AK", "AK", "AK", "AK", "AK", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL...
#> $ region <dbl+lbl> 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 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#> $ city <chr> "Normal", "Normal", "Normal", "Normal", "Normal", "Normal", "Normal", "Normal", "Normal", "Normal", "Normal", "Normal", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Montgomery", "Montgomery", "Huntsville", "Huntsville", "Huntsville", "Huntsville", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Livingston", "Livingston", "Livingston", "Livingston", "Livingston", "Livingston", "Montevallo", "Montevallo", "Montevallo", "Montevallo", "Florence", "Florence", "Florence", "Florence", "Florence", "Florence", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Tuskegee", "Anchorage", "Anchorage", "Anchorage", "Anchorage", "Anchorage", "Anchorage", "Fairbanks", "Fairbanks", "Juneau", "Juneau", "Juneau", "Juneau", "Anchorage", "Anchorage", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Prescott", "Little Rock", "Little Rock", "Little Rock", "Little Rock", "Little Rock", "Little Rock", "Little Rock", "Little Rock", "Little Rock", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Russellville", "Russellville", "Russellville", "Russellville", "Russellville", "Russellville", "Russellville", "Russellville", "Russellville", "Monticello", "Monticello", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Searcy", "Searcy", "Searcy", "Searcy", "Searcy", "Searcy", "Searcy", "Searcy", "Searcy", "Arkadelphia", "Arkadelphia", "Arkadelphia", "Arkadelphia", "Arkadelphia", "Siloam Springs", "Siloam Springs", "Magnolia", "Magnolia", "Magnolia", "Magnolia", "Magnolia", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "La Mirada", "La Mirada", "La Mirada", "La Mirada", "La Mirada", "La Mirada", "La Mirada", "La Mirada", "La Mirada", "La Mirada", "La Mirada", "San Francisco", "San Francisco", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Thousand Oaks", "Thousand Oaks", "Thousand Oaks", "Thousand Oaks", "Thousand Oaks", "Thousand Oaks", "Thousand Oaks", "Thousand Oaks", "Thousand Oaks", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "Bakersfield", "Bakersfield", "Bakersfield", "Bakersfield", "Bakersfield", "Bakersfield", "Turlock", "Turlock", "Turlock", "Turlock", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "Pomona", "Pomona", "Pomona", "Pomona", "Pomona", "Pomona", "Pomona", "Pomona", "Pomona", "Chico", "Chico", "Chico", "Chico", "Chico", "Chico", "Carson", "Carson", "Carson", "Carson", "Carson", "Carson", "Carson", "Carson", "Carson", "Carson", "Carson", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Hayward", "Hayward", "Hayward", "Hayward", "Hayward", "Hayward", "Hayward", "Hayward", "Hayward", "Hayward", "Hayward", "Hayward", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Berkeley", "Berkeley", "Berkeley", "Berkeley", "Davis", "Davis", "Davis", "Davis", "Davis", "Davis", "Davis", "Davis", "Davis", "Davis", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Riverside", "Riverside", "Riverside", "Riverside", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "Santa Barbara", "Santa Cruz", "Santa Cruz", "Orange", "Orange", "Orange", "Orange", "Orange", "Orange", "Orange", "Orange", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Claremont", "Claremont", "Claremont", "Claremont", "Claremont", "Claremont", "Claremont", "Claremont", "Claremont", "San Rafael", "San Rafael", "San Rafael", "San Rafael", "San Rafael", "San Rafael", "Santa Barbara", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "San Francisco", "San Francisco", "San Francisco", "San Francisco", "San Francisco", "San Francisco", "San Francisco", "San Francisco", "San Francisco", "Oakland", "Oakland", "Oakland", "Oakland", "Arcata", "Arcata", "Arcata", "Arcata", "Arcata", "Arcata", "Arcata", "Arcata", "Pleasant Hill", "Pleasant Hill", "Pleasant Hill", "La Verne", "La Verne", "La Verne", "La Verne", "La Verne", "La Verne", "La Verne", "La Verne", "Riverside", "Riverside", "Riverside", "Santa Clarita", "Santa Clarita", "Los Angeles...
#> $ locale <dbl+lbl> 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 12, 12, 12, 12, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 43, 43, 43, 43, 43, 43, 21, 21, 21, 21, 13, 13, 13, 13, 13, 13, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 33, 33, 33, 33, 33, 33, 33, 33, 33, 33, 33, 33, 33, 33, 32, 11, 11, 11, 11, 11, 11, 23, 23, 33, 33, 33, 33, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 12, 12, 12, 12, 12, 12, 12, 12, 12, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 33, 33, 33, 33, 33, 33, 33, 33, 33, 33, 33, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 33, 33, 33, 33, 33, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 11, 11, 11, 11, 11, 11, 23, 23, 23, 23, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 21, 21, 21, 21, 21, 21, 21, 21, 21, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 22, 13, 13, 12, 12, 12, 12, 12, 12, 12, 12, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 21, 13, 13, 13, 13, 13, 13, 13, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 33, 33, 33, 33, 33, 33, 33, 33, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 11, 11, 11, 21, 21, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 21, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 21, 11, 11, 11, 11, 11, 13, 13, 13, 13, 13, 13, 13, 13, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 13, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 12, 12, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 33, 33, 33, 33, 33, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 21, 21, 21, 21, 21, 21, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 33, 33, 33, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 31, 31, 21, 21, 21, 21, 21, 21, 21, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 13, 13, 13, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 13, 13, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 13, 13, 13, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 13, 13, 13, 13, 13, 13, 13, 13, 12, 12, 12, 12, 12, 12, 12, 12, 12, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 12, 12, 12, 21, 21, 21, 21, 21, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 13, 13, 13, 13, 13, 12, 12, 12, 12, 12, 12, 11, 11, 11, 11, 11, 11, 11, 11, 11, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 11, 11, 11, 11, 11, 11, 23, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 21, 21, 21, 21, 21, 12, 12, 12, 12, 12, 12, 12, 12, 12, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 31, 31, 31, 31, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 32, 32, 32, 32, 32, 32, 32, 12, 12, 12, 32, 32, 32, 32, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 11, 11, 11, 11, 11, 33, 33, 33, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 13, 13, 13, 13, 13, 13, 13, 13, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 22, 22, 22, 22, 22, 22, 22, 22, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 12, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 21, 21, 21, 21, 21, 21, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 21, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 1...
#> $ urban <dbl+lbl> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 1, 1, 1, 1, 1, 3, 3, 4, 4, 4, 4, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 4, 4, 4, 4, 4, 4, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 4, 4, 4, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 4, 4, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 4, 4, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 4, 4, 4, 4, 4, 4, 2, 2, 2, 4, 4, 4, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 1, 1, 1, 1, 4, 4, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 3, 3, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 2, 4, 4, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 4, 4, 4, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 2, 2, 2, 2, 2, 2, 2, 4, 4, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 4, 1, 1, 1, 1, 1, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 3, 4, 4, 4, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 4, 4, 4, 4, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 4, 4, 4, 4, 4, 4, 4, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2,...
#> $ cipdig2 <chr> "09", "11", "13", "13", "14", "19", "26", "31", "42", "44", "51", "52", "09", "13", "13", "13", "13", "13", "13", "14", "23", "26", "26", "30", "44", "45", "51", "51", "51", "51", "51", "51", "51", "52", "52", "52", "19", "52", "13", "51", "52", "52", "13", "13", "44", "44", "51", "13", "13", "13", "13", "19", "22", "23", "25", "42", "44", "44", "50", "51", "51", "51", "51", "52", "52", "52", "52", "13", "13", "13", "13", "13", "24", "31", "42", "43", "52", "52", "04", "13", "13", "13", "13", "13", "13", "14", "26", "26", "30", "42", "51", "51", "52", "52", "52", "43", "51", "52", "52", "13", "13", "13", "13", "13", "13", "13", "26", "31", "42", "43", "44", "51", "52", "13", "13", "13", "13", "13", "13", "13", "13", "51", "52", "13", "13", "13", "31", "51", "52", "13", "13", "13", "39", "44", "51", "51", "51", "52", "52", "11", "13", "13", "13", "13", "13", "13", "23", "51", "51", "51", "51", "52", "09", "13", "13", "13", "31", "42", "43", "44", "44", "45", "51", "52", "52", "52", "51", "13", "13", "13", "44", "51", "52", "13", "52", "13", "13", "13", "44", "42", "52", "03", "04", "04", "04", "04", "05", "09", "09", "09", "11", "13", "13", "13", "13", "13", "13", "13", "13", "13", "14", "14", "14", "14", "14", "14", "14", "14", "14", "15", "19", "19", "19", "22", "22", "22", "23", "24", "26", "26", "30", "42", "42", "43", "43", "44", "44", "44", "45", "45", "45", "50", "50", "50", "50", "51", "51", "52", "52", "52", "52", "52", "52", "52", "52", "52", "54", "03", "04", "04", "11", "13", "13", "13", "13", "13", "14", "22", "25", "26", "44", "45", "45", "50", "50", "51", "51", "51", "51", "52", "52", "13", "13", "13", "13", "13", "13", "14", "23", "23", "26", "42", "45", "50", "51", "51", "51", "52", "51", "13", "13", "13", "13", "44", "44", "44", "51", "52", "13", "13", "13", "13", "15", "31", "31", "44", "50", "51", "51", "52", "52", "52", "01", "13", "13", "13", "13", "13", "13", "19", "23", "31", "43", "44", "44", "51", "51", "52", "13", "13", "13", "13", "13", "13", "43", "51", "52", "13", "31", "13", "13", "13", "13", "13", "13", "19", "25", "45", "50", "51", "51", "51", "51", "52", "13", "13", "13", "13", "51", "51", "51", "51", "52", "13", "13", "31", "42", "51", "51", "52", "13", "13", "13", "31", "52", "13", "13", "13", "39", "42", "42", "44", "45", "50", "50", "51", "51", "52", "52", "52", "52", "13", "38", "38", "39", "39", "39", "39", "39", "51", "52", "52", "42", "51", "09", "09", "13", "13", "23", "31", "42", "44", "51", "51", "51", "52", "52", "52", "13", "13", "13", "13", "42", "51", "52", "52", "52", "01", "04", "13", "13", "14", "14", "14", "14", "23", "26", "42", "52", "52", "52", "52", "13", "13", "42", "44", "44", "52", "13", "44", "44", "52", "13", "13", "13", "13", "13", "42", "44", "44", "45", "45", "51", "51", "51", "52", "52", "04", "11", "13", "14", "23", "26", "42", "52", "54", "31", "42", "44", "45", "51", "52", "13", "19", "24", "30", "42", "44", "44", "51", "51", "51", "52", "13", "13", "13", "13", "23", "31", "42", "44", "44", "50", "51", "51", "51", "52", "03", "09", "13", "13", "13", "13", "14", "14", "14", "14", "23", "26", "27", "27", "31", "42", "42", "44", "44", "45", "50", "50", "50", "51", "51", "51", "51", "52", "52", "52", "54", "13", "13", "13", "27", "44", "44", "51", "51", "52", "52", "52", "52", "09", "13", "13", "13", "13", "13", "13", "13", "13", "23", "23", "27", "27", "31", "42", "43", "44", "44", "45", "50", "50", "50", "51", "51", "51", "51", "51", "52", "09", "13", "13", "13", "13", "14", "14", "16", "23", "27", "38", "44", "44", "45", "45", "45", "45", "50", "50", "50", "51", "51", "51", "52", "54", "09", "13", "13", "13", "13", "13", "14", "14", "19", "23", "24", "42", "42", "44", "44", "50", "50", "50", "51", "51", "51", "52", "52", "52", "52", "54", "13", "13", "13", "13", "14", "16", "19", "23", "23", "26", "42", "43", "44", "44", "45", "45", "51", "51", "52", "54", "09", "14", "14", "14", "13", "14", "43", "50", "51", "51", "51", "51", "52", "52", "04", "13", "26", "30", "42", "44", "45", "50", "51", "51", "51", "52", "52", "04", "04", "05", "11", "13", "14", "14", "14", "22", "25", "44", "44", "50", "50", "50", "50", "51", "51", "52", "13", "23", "44", "52", "11", "11", "13", "14", "14", "14", "22", "26", "26", "40", "45", "50", "51", "52", "03", "13", "45", "13", "13", "23", "50", "50", "51", "51", "52", "13", "13", "13", "13", "30", "31", "52", "05", "23", "27", "42", "50", "50", "51", "52", "52", "13", "24", "42", "51", "51", "52", "42", "13", "13", "13", "31", "51", "51", "51", "52", "52", "22", "42", "44", "52", "52", "52", "52", "52", "52", "13", "42", "51", "52", "03", "13", "31", "42", "44", "45", "45", "52", "30", "31", "42", "13", "13", "19", "44", "51", "51", "52", "52", "13", "39", "52", "39", "39", "13", "13", "13", "13", "13", "13", "13", "14", "22", "22", "42", "50", "50", "51", "51", "52", "13", "13", "23", "30", "44", "50", "52", "13", "13", "13", "23", "24", "42", "50", "52", "09", "11", "11", "13", "13", "13", "13", "13", "13", "13", "15", "15", "23", "23", "27", "30", "31", "42", "42", "43", "43", "43", "44", "50", "50", "51", "51", "51", "51", "52", "52", "52", "52", "54", "13", "42", "44", "51", "52", "13", "39", "42", "52", "13", "13", "22", "45", "51", "51", "52", "13", "13", "13", "30", "42", "42", "44", "52", "52", "13", "13", "31", "51", "52", "13", "13", "13", "13", "45", "51", "52", "52", "09", "13", "13", "13", "13", "13", "13", "16", "23", "31", "42", "42", "44", "44", "45", "45", "50", "51", "51", "51", "51", "52", "52", "52", "13", "13", "13", "13", "13", "13", "13", "22", "30", "42", "43", "43", "51", "51", "51", "52", "52", "52", "05", "13", "13", "13", "23", "23", "26", "30", "31", "38", "42", "44", "44", "50", "51", "51", "51", "51", "52", "52", "03", "05", "09", "11", "13", "13", "13", "13", "13", "13", "13", "22", "26", "30", "30", "31", "42", "44", "45", "45", "51", "51", "52", "52", "52", "04", "09", "13", "13", "25", "31", "44", "51", "51", "51", "52", "52", "13", "13", "14", "14", "39", "42", "52", "42", "13", "13", "13", "13", "23", "24", "52", "52", "52", "13", "13", "23", "42", "51", "52", "42", "51", "04", "04", "04", "04", "09", "09", "09", "11", "13", "13", "13", "13", "13", "14", "14", "14", "14", "14", "14", "14", "22", "25", "26", "26", "30", "30", "30", "42", "44", "44", "44", "44", "45", "50", "50", "50", "51", "51", "51", "51", "51", "51", "51", "52", "52", "52", "52", "52", "52", "52", "52", "52", "04", "52", "13", "13", "24", "42", "52", "03", "04", "04", "04", "11", "13", "13", "13", "13", "13", "14", "14", "24", "25", "26", "26", "26", "43", "44", "45", "45", "45", "50", "51", "51", "52", "52", "52", "52", "52", "52", "54", "09", "13", "13", "13", "30", "42", "44", "45", "51", "52", "54", "03", "09", "11", "13", "14", "14", "14", "14", "14", "23", "50", "50", "51", "52", "52", "52", "13", "13", "42", "52", "11", "14", "14", "15", "40", "45", "01", "03", "03", "09", "11", "13", "13", "14", "14", "19", "23", "23", "26", "26", "26", "26", "27", "30", "30", "30", "44", "50", "50", "51", "52", "52", "54", "03", "09", "09", "11", "13", "13", "22", "22", "23", "24", "25", "30", "42", "42", "44", "44", "44", "45", "45", "45", "45", "50", "50", "51", "52", "52", "52", "52", "52", "52", "52", "52", "52", "13", "44", "52", "23", "42", "50", "13", "13", "13", "13", "13", "13", "16", "26", "31", "42", "50", "51", "51", "52", "11", "13", "13", "13", "26", "30", "42", "45", "51", "51", "52", "52", "13", "51", "52", "03", "13", "23", "43", "44", "51", "52", "52", "13", "13", "13", "19", "45", "51", "51", "51", "52", "09", "13", "13", "13", "13", "13", "26", "27", "42", "43", "51", "51", "52", "52", "52", "54", "13", "14", "31", "42", "44", "44", "50", "51", "51", "51", "52", "52", "52", "52", "13", "52", "13", "23", "42", "51", "51", "52", "52", "04", "13", "13", "42", "50", "50", "51", "51", "52", "52", "52", "14", "26", "42", "43", "43", "43", "44", "51", "52", "52", "09", "09", "13", "13", "13", "26", "26", "44", "51", "51", "51", "52", "52", "52", "09", "09", "13", "26", "42", "43", "43", "51", "51", "51", "51", "52", "52", "52", "13", "13", "13", "26", "30", "42", "44", "51", "51", "52", "13", "13", "13", "13", "23", "23", "31", "40", "42", "44", "51", "51", "51", "52", "13", "42", "52", "03", "04", "04", "26", "38", "39", "39", "50", "50", "50", "50", "50", "51", "51", "51", "51", "52", "31", "44", "13", "13", "13", "42", "44", "50", "50", "51", "51", "52", "13", "13", "13", "13", "13", "13", "13", "43", "43", "44", "44", "45", "51", "51", "51", "51", "52", "52", "52", "52", "52", "52", "03", "09", "09", "09", "09", "10", "13", "13", "13", "13", "19", "22", "23", "30", "38", "42", "43", "43", "44", "44", "45", "45", "45", "45", "50", "50", "50", "51", "52", "52", "52", "52", "52", "54", "39", "42", "50", "51", "52", "52", "13", "44", "51", "16", "44", "51", "52", "03", "05", "09", "09", "09", "11", "11", "13", "13", "13", "13", "13", "13", "13", "14", "15", "22", "22", "26", "26", "30", "42", "43", "43", "43", "44", "44", "45", "45", "45", "45", "50", "50", "51", "51", "51", "51", "51", "51", "51", "51", "52", "52", "52", "52", "52", "54", "04", "05", "09", "09", "11", "15", "22", "23", "24", "26", "26", "26", "26", "26", "27", "30", "30", "30", "31", "43", "44", "45", "45", "45", "51", "51", "51", "52", "52", "52", "52", "52", "52", "39", "44", "45", "50", "51", "51", "51", "52", "13", "13", "13", "13", "51", "51", "52", "52", "13", "13", "26", "26", "31", "42", "44", "44", "51", "51", "51", "52", "09", "42", "52", "11", "13", "13", "13", "13", "13", "13", "13", "13", "15", "23", "26", "31", "42", "43", "44", "44", "50", "51", "51", "51", "51", "51", "52", "52", "52", "52", "52", "14", "14", "15", "42", "45", "49", "52", "52", "04", "31", "42", "44", "45", "51", "51", "51", "52", "04", "13", "13", "13", "13", "13", "14", "26", "31", "43", "44", "45", "45", "45", "51", "51", "51", "51", "52", "52", "52", "52", "11", "15", "42", "52", "52", "52", "52", "04", "04...
#> $ cipcode <chr> "0901", "1101", "1304", "1312", "1499", "1901", "2601", "3105", "4228", "4407", "5102", "5202", "0901", "1304", "1310", "1311", "1312", "1313", "1314", "1401", "2301", "2601", "2612", "3019", "4404", "4511", "5107", "5109", "5110", "5122", "5123", "5131", "5138", "5202", "5203", "5212", "1907", "5202", "1312", "5138", "5202", "5213", "1304", "1312", "4407", "4499", "5123", "1304", "1310", "1312", "1313", "1901", "2202", "2313", "2501", "4228", "4404", "4407", "5005", "5102", "5123", "5138", "5199", "5202", "5203", "5213", "5214", "1304", "1305", "1310", "1311", "1312", "2401", "3105", "4201", "4301", "5201", "5203", "0410", "1301", "1304", "1310", "1311", "1312", "1313", "1404", "2601", "2609", "3019", "4201", "5102", "5138", "5202", "5203", "5212", "4301", "5115", "5202", "5213", "1301", "1304", "1305", "1310", "1311", "1312", "1313", "2601", "3105", "4201", "4301", "4404", "5138", "5201", "1304", "1305", "1310", "1311", "1312", "1313", "1311", "1312", "5102", "5202", "1301", "1304", "1312", "3199", "5138", "5202", "1304", "1310", "1312", "3906", "4407", "5102", "5123", "5138", "5202", "5203", "1101", "1304", "1310", "1311", "1312", "1313", "1399", "2301", "5102", "5109", "5123", "5138", "5203", "0901", "1304", "1311", "1312", "3105", "4228", "4301", "4404", "4407", "4501", "5138", "5202", "5203", "5210", "5123", "1301", "1304", "1311", "4407", "5138", "5213", "1311", "5202", "1304", "1310", "1312", "4404", "4228", "5202", "0301", "0402", "0403", "0409", "0410", "0502", "0901", "0904", "0909", "1107", "1303", "1304", "1305", "1309", "1310", "1311", "1312", "1313", "1314", "1401", "1402", "1405", "1407", "1408", "1409", "1410", "1413", "1419", "1599", "1904", "1905", "1907", "2200", "2202", "2299", "2301", "2401", "2611", "2699", "3000", "4201", "4228", "4301", "4303", "4404", "4405", "4407", "4507", "4509", "4511", "5004", "5005", "5007", "5009", "5102", "5122", "5201", "5202", "5203", "5208", "5209", "5211", "5213", "5216", "5220", "5401", "0301", "0402", "0406", "1101", "1301", "1304", "1310", "1312", "1313", "1410", "2299", "2501", "2699", "4404", "4507", "4509", "5007", "5009", "5102", "5115", "5122", "5138", "5202", "5203", "1302", "1304", "1310", "1311", "1312", "1313", "1401", "2313", "2399", "2601", "4228", "4502", "5009", "5102", "5109", "5138", "5202", "5115", "1304", "1305", "1311", "1312", "4404", "4407", "4499", "5123", "5202", "1304", "1311", "1312", "1313", "1515", "3103", "3105", "4407", "5009", "5102", "5109", "5202", "5203", "5213", "0101", "1303", "1304", "1310", "1311", "1312", "1313", "1907", "2301", "3105", "4303", "4404", "4407", "5102", "5138", "5202", "1301", "1304", "1305", "1311", "1314", "1399", "4303", "5107", "5202", "1312", "3105", "1301", "1304", "1310", "1311", "1312", "1313", "1901", "2599", "4507", "5009", "5102", "5115", "5123", "5138", "5202", "1304", "1311", "1312", "1313", "5102", "5109", "5115", "5138", "5202", "1304", "1312", "3105", "4227", "5115", "5115", "5202", "1305", "1311", "1312", "3105", "5202", "1301", "1313", "1314", "3906", "4228", "4299", "4407", "4599", "5007", "5009", "5109", "5138", "5201", "5202", "5203", "5210", "1301", "3800", "3899", "3902", "3903", "3906", "3907", "3999", "5102", "5201", "5203", "4228", "5133", "0901", "0909", "1301", "1311", "2301", "3105", "4228", "4404", "5109", "5122", "5138", "5201", "5202", "5203", "1304", "1310", "1311", "1312", "4228", "5115", "5202", "5208", "5210", "0109", "0403", "1301", "1313", "1401", "1408", "1410", "1419", "2301", "2601", "4201", "5202", "5203", "5213", "5216", "1301", "1311", "4228", "4404", "4407", "5202", "1301", "4404", "4407", "5202", "1301", "1304", "1305", "1310", "1313", "4228", "4404", "4407", "4501", "4509", "5107", "5122", "5123", "5202", "5203", "0403", "1107", "1301", "1408", "2301", "2601", "4201", "5202", "5401", "3105", "4201", "4407", "4502", "5102", "5202", "1301", "1907", "2401", "3005", "4228", "4404", "4407", "5123", "5138", "5199", "5202", "1301", "1303", "1311", "1312", "2313", "3105", "4201", "4404", "4407", "5009", "5115", "5123", "5138", "5202", "0301", "0901", "1304", "1310", "1312", "1313", "1408", "1409", "1414", "1419", "2301", "2601", "2703", "2705", "3105", "4201", "4228", "4407", "4499", "4511", "5005", "5007", "5009", "5102", "5115", "5122", "5138", "5202", "5203", "5216", "5401", "1301", "1304", "1311", "2705", "4404", "4407", "5102", "5107", "5202", "5203", "5213", "5220", "0901", "1302", "1303", "1304", "1305", "1309", "1310", "1311", "1312", "2301", "2313", "2701", "2703", "3105", "4228", "4399", "4404", "4407", "4507", "5005", "5007", "5009", "5102", "5107", "5115", "5122", "5131", "5202", "0901", "1301", "1310", "1311", "1312", "1410", "1419", "1609", "2301", "2701", "3801", "4404", "4407", "4502", "4506", "4510", "4511", "5001", "5007", "5009", "5107", "5131", "5138", "5202", "5401", "0901", "1304", "1310", "1311", "1312", "1399", "1408", "1436", "1901", "2301", "2401", "4201", "4228", "4404", "4407", "5005", "5007", "5009", "5102", 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#> $ ipedscount1 <dbl> 8, 15, 14, 28, 9, 8, 23, 11, 56, 92, 28, 30, 13, 11, 28, 26, 68, 15, 61, 122, 11, 48, 11, NA, 29, 9, 106, 64, 23, 136, 55, 42, 554, 115, 83, 35, 28, 23, 26, 96, 95, 17, 18, 19, 7, 17, 43, 36, 24, 52, 36, 200, 57, 15, 72, 19, 9, 189, 11, 25, 13, 50, 56, 152, 89, 44, 55, 12, 18, 16, 9, 29, 16, 18, 8, 23, 46, 10, 14, NA, 53, 34, 27, 59, 61, 37, 33, 53, 12, 13, 25, 55, 210, 97, 29, 38, 41, 31, 30, NA, 45, 11, 17, 18, 40, 16, 10, 39, 6, 6, 17, 13, NA, 48, 58, 52, 90, 314, 29, 41, 47, 25, 23, NA, 14, 67, 7, 37, 116, 25, 17, 46, 38, 8, NA, NA, 117, 44, 31, 89, 18, 18, 16, 37, 24, 15, 5, 21, 39, 29, 791, 10, 44, 9, 30, 106, 32, 230, 62, 68, 106, 11, 113, 134, 16, 93, 27, 19, 20, 13, 20, 14, 27, 15, 42, 17, 19, 37, 34, 13, 13, 49, 32, 26, 7, 18, 11, 3, NA, NA, 255, NA, 64, 9, 14, 20, 40, 50, 22, 28, 56, 22, 59, 51, 68, 94, 172, 10, 159, NA, 3, NA, 32, 9, NA, NA, 9, 14, 7, NA, 12, 11, 20, NA, NA, NA, NA, NA, 40, NA, NA, 34, 20, 24, 45, 37, NA, 39, 444, 91, 53, NA, 0, 288, 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17, 121, 102, 53, 0, 35, 61, 68, 54, 33, 137, 345, 39, 13, 31, 34, 30, 42, 12, 12, 27, 8, 96, 13, NA, 41, 95, 70, 19, 14, 38, 19, 109, NA, 9, 18, 58, 86, 12, 13, 16, NA, 14, 34, 37, 29, 45, 11, 17, 160, 27, 20, 54, 40, 160, 13, 15, 35, 41, 253, 92, 20, 258, 37, 7, 36, 16, 18, 34, 26, 21, 47, 29, 32, 22, 45, 14, 26, 32, 54, 120, 33, 23, 31, 24, 60, 155, NA, 31, 15, 59, 148, NA, NA, 21, 20, 17, 39, 22, 29, 31, 54, NA, 65, 266, 90, 27, 24, 19, 183, 9, 42, 50, NA, 27, 0, 46, 257, 65, 33, 20, 157, 94, 9, 24, 24, 43, 44, 4, 57, 7, NA, 77, 10, 53, 10, 12, 12, 9, 6, 82, 54, 30, 20, 67, 24, 17, NA, 29, 68, NA, 5, 11, NA, 130, NA, 51, 2, 73, 123, NA, 37, 173, 90, 463, 15, 19, 29, 23, 13, 9, 20, 14, 24, NA, 37, 159, 79, 124, 46, 64, 109, 62, 38, 72, 39, 108, 16, NA, 170, 25, NA, 213, 79, 30, 42, 146, 756, 43, 12, 97, 26, 28, 13, 12, 21, 23, 20, 23, 37, 88, 13, 47, 24, 24, 11, 19, 137, 41, 13, 49, 354, 11, 64, 18, 15, 27, 56, 40, 39, 26, 20, 18, 57, 18, 5, 47, 23, 30, 19, 1, 22, 44, 12, 27, 20, 14, 8, 27, 115, 30, 101, 14, 69, 41, 76, 20, 32, 41, 31, 89, 76, 164, 56, 11, 40, 70, 87, 124, 28, NA, 76, 76, 10, 17, 388, 148, 26, 15, 32, 188, 70, 13, 16, 326, 46, 213, 372, 123, 46, 46, 26, 16, 15, 133, 26, 172, 129, 7, 621, 29, 34, 66, 27, 299, 17, 63, 36, 27, 15, 53, 135, 50, 185, 136, 270, 34, 15, 18, 320, 463, 65, 10, 64, 62, 131, 24, 74, 4, 5, 26, NA, 11, 43, 8, 16, 18, 46, 10, NA, 28, 14, 41, 12, 8, 138, 44, 54, 76, 178, 99, 25, 137, 85, 22, 60, 245, 91, 19, 138, 36, 58, 56, 33, 103, 24, 15, 22, 31, 32, 34, 78, 40, 131, 54, 98, 94, 27, 23, 87, 182, 81, 79, 31, 19, 50, 4, NA, 14, NA, 23, 43, NA, 10, 9, 11, 16, 45, 3, 46, 26, 49, 26, 20, 67, 10, 28, 7, 7, 60, 29, 35, 43, 7, 24, 8, 27, 75, 130, 127, 243, 159, 25, 22, 86, 54, 193, 374, 22, 14, 18, 95, 19, 13, 12, 86, 58, 72, 6, 58, 62, 13, 64, 51, 50, 53, 38, 43, 87, 38, 14, 12, 30, 43, 53, 39, 90, 19, 8, 43, 21, 66, 37, 48, 38, 144, 597, 139, 111, 143, 102, 96, 12, 43, 83, 18, 0, 44, 34, 34, 20, 44, 60, 87, 95, 43, 29, 35, 13, 20, 17, 21, 16, 59, 4, 35, 11, 84, 69, NA, 8, 28, 19, 30, 32, 12, 26, 20, 21, 44, 17, 57, 270, 23, 26, 37, 111, 59, 36, 21, 14, 25, 22, NA, 37, 55, 25, 86, 167, 50, 31, 32, 33, 103, 129, 27, 57, 62, 231, 42, 105, 83, 22, NA, 118, 27, 28, 49, 11, 23, 19, 29, 13, 25, 60, 26, 215, 111, 48, 724, 103, 15, 15, 6, 33, NA, 5, 228, 48, 25, 20, 19, 4, 19, 21, 11, 21, 37, NA, 42, 130, 5, 19, 22, 23, 9, 15, 106, 16, 125, 89, 17, 10, 17, 57, 13, 28, 9, 149, 232, 68, 61, 22, 21, 78, 34, 14, 26, 8, 17, 1, 22, 10, 8, 15, 38, 22, 24, 22, 24, 3, 113, 21, 44, 91, 24, 12, 20, 130, 49, 25, 75, 111, 32, NA, 53, 45, 34, 11, 24, 10, 33, 262, 48, 17, 36, 31, 44, 223, 62, 240, 194, 76, 47, 27, 160, 706, 114, 118, 27, 20, 33, 8, 100, 65, 7, 4, 11, 134, 21, 45, 98, 22, 14, 19, 52, 238, NA, 19, 7, 95, 764, 50, 16, 43, 7, 13, NA, 9, 137, 91, 20, 21, 34, 40, 71, 13, 45, 50, 78, 18, 12, 13, 8, 81, 326, 49, 37, 14, 14, 19, 112, 5, 38, 127, 16, 13, 23, 63, 20, 5, 228, 29, 85, 264, 127, 58, 54, 57, 10, 104, 14, 47, 89, 13, 9, 119, 18, 57, NA, 24, 65, 20, 18, 19, 16, 1, 12, 48, 26, 23, 30, 44, 45, 164, 41, 52, 31, 23, 34, 233, 78, 9, 13, 12, 41, 24, 0, 6, 35, 46, 13, 86, 21, 11, 8, 31, 12, 18, 26, 19, 24, 16, 11, 17, 89, 31, 17, 46, 41, 27, 19, 37, 80, 23, 105, 27, 10, 58, 10, 12, 17, 27, 23, 77, 2, 37, 11, 70, 12, 89, 43, 33, 25, 134, 20, 9, 36, 144, 116, 0, 36, 52, 338, 86, NA, 399, 14, 12, 36, 24, 37, 46, 81, 583, 121, 115, 36, 97, 338, 200, 28, 78, 23, 26, 12, 308, 36, 22, 61, 6, 17, 15, 1, 20, 48, 28, 13, 15, 10, 27, 42, 21, 21, 11, NA, 87, 48, NA, 22, 185, 13, 30, 75, 24, 14, 17, 8, 14, 34, 13, 103, 59, 12, 15, 19, 116, 19, 4, 38, 46, 94, 20, 77, 20, 35, 31, 36, 19, 25, 50, 62, 21, 23, 25, 13, 41, 44, 101, 0, 84, 66, 193, 85, 23, 16, 21, 74, 13, 46, 28, 39, 14, 22, 37, 10, 11, 22, 21, 57, 69, 99, 11, 18, 11, 76, 50, 55, 152, 2, 15, 16, 44, 65, 245, 144, 17, 21, 30, 18, 124, 35, 10, 40, 83, 7, NA, 49, 38, 40, 27, 132, 37, 13, NA, 11, 16, 229, 23, NA, 37, 9, 39, 17, 41, 40, NA, 23, 21, 17, 30, 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#> $ ipedscount2 <dbl> 17, 9, 4, 24, 17, 10, 22, 12, 54, 79, 28, 27, 12, 30, 38, 14, 66, 42, 67, 109, 11, 44, 31, NA, 29, 14, 81, 82, 20, 138, 53, 33, 600, 133, 74, 62, 33, 23, 41, 120, 89, 28, 7, 32, 25, 5, 42, 22, 28, 65, 38, 214, 43, 19, 77, 20, 20, 225, 17, 23, 12, 64, 80, 185, 86, 41, 56, 11, 16, 18, 6, 40, 19, 18, 12, 18, 55, 16, 15, NA, 30, 39, 36, 64, 56, 32, 36, 52, 20, 14, 22, 47, 247, 79, 30, 41, 32, 74, 23, NA, 46, 11, 18, 20, 29, 16, 12, 26, 7, 8, 21, 12, NA, 70, 69, 84, 107, 306, 38, 43, 47, 24, 19, NA, 11, 59, 11, 38, 182, 32, 6, 52, 33, 13, 31, NA, 131, 48, 32, 60, 16, 12, 30, 77, 13, 9, 12, 20, 40, 30, 773, 9, 53, 12, 22, 84, 38, 203, 60, 74, 86, 8, 63, 126, 27, 90, 13, 25, 12, 6, 19, 22, 26, 6, 34, 18, 21, 30, 33, 11, 28, 40, NA, 18, 39, 21, 9, 16, NA, NA, 304, 2, 55, 4, 12, 18, 51, 36, 23, 15, NA, 18, 52, 25, 72, 83, 240, NA, 137, NA, 3, NA, 20, 11, NA, NA, 4, 9, 20, 1, 24, 9, 25, NA, NA, NA, NA, NA, 31, NA, NA, 37, 9, 24, 58, 39, NA, 36, 299, 110, 67, NA, NA, 195, 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9, 12, 27, 36, 26, 23, 16, 15, 14, 12, 106, 41, 96, 113, 73, 29, 59, 19, 36, 18, 25, 97, 109, 134, 55, 18, 82, 74, 91, 47, 63, NA, 50, 67, 16, 43, 383, 174, 16, 17, 35, 230, 72, 12, 17, 411, 44, 212, 381, 115, 53, 83, 44, 10, 22, 108, 23, 180, 101, 8, 698, 23, 27, 56, 35, 320, 13, 48, 48, 24, 20, 54, 179, 25, 173, 133, 230, 26, 43, 16, 326, 527, 65, 27, 52, 54, 178, 16, 94, 9, 9, 17, 30, 16, 38, 7, 25, 31, 19, 13, 19, 20, 11, 32, 17, 10, 104, 33, 37, 90, 130, 100, 38, 104, 130, 30, 39, 240, 96, 18, 103, 35, 61, 60, 39, 60, 15, 11, 17, 29, 25, 34, 78, 45, 143, 77, 95, 93, 25, 13, 101, 269, 67, 89, 58, 1, 52, 6, NA, 18, NA, 22, 41, NA, 14, 11, 18, 19, 49, 10, 45, 25, 58, 10, 24, 96, 17, 18, 8, 16, 64, 22, 33, 24, 12, 15, 8, 23, 118, 110, 135, 274, 194, 19, 39, 44, 54, 170, 386, 21, 14, 34, 87, 19, 18, 13, 80, 52, 54, 20, 59, 70, 17, 54, 39, 30, 36, 27, 31, 80, 37, 35, 9, 40, 39, 46, 38, 102, 0, 14, 47, 63, 85, 57, 48, 27, 136, 620, 115, 76, 140, 88, 83, 21, 123, 74, 13, 26, 74, 33, 28, 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148, 68, 47, 75, 8, 67, 12, 26, 89, 16, 14, 126, 11, 59, NA, 24, 46, 17, 25, 24, 13, 0, 15, 76, 19, 10, 23, 39, 47, 139, 48, 51, 28, 50, 60, 251, 103, 13, 16, 10, 39, 26, 0, 13, 40, 47, 39, 126, 23, 8, 5, 22, 17, 24, 17, 15, 27, 18, 13, 20, 80, 20, 4, 50, 14, 18, 35, 16, 81, 18, 68, 19, 5, 50, 6, 12, 8, 18, 17, 83, 18, 53, 31, 79, 14, 82, 39, 54, 26, 142, 17, 9, 30, 138, 120, 7, 36, 53, 379, 111, NA, 421, 10, 28, 34, 19, 3, 42, 113, 941, 143, 144, 41, 102, 354, 225, 27, 72, 33, 16, 14, 347, 56, 13, 65, 21, 32, 29, 7, 23, 49, 23, 0, 9, 24, 33, 43, 37, 25, 12, 40, 84, 31, 37, 19, 285, 18, 41, 61, 21, 24, 19, 15, 22, 53, 36, 118, 53, 17, 15, 32, 165, 22, 10, 63, 46, 129, 15, 74, 13, 45, 22, 39, 16, 27, 42, 60, 18, 23, 18, 19, 31, 44, 135, 29, 69, 55, 152, 112, 18, 24, 19, 80, 14, 43, 30, 41, 11, 20, 35, 16, 20, 19, 19, 46, 72, 91, 19, 24, 10, 60, 55, 71, 170, 14, 18, 18, 24, 70, 255, 124, 7, 17, 50, 20, 123, 40, 11, 39, 97, 9, 15, 47, 16, 61, 29, 170, 42, 11, 1, 5, 18, 226, 23, NA, 23, 8, 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#> $ debt_all_stgp_eval_n <dbl> 19, 14, NA, 45, 17, NA, 32, 16, 72, 146, 44, 43, 13, 22, 36, 22, 66, 31, 52, 116, 10, 56, 16, NA, 24, 13, 83, 112, 32, 102, 77, 16, 713, 70, 74, 52, 16, 17, 34, 138, 39, 12, 15, 40, NA, 18, 71, 45, 20, 40, 25, 123, 34, 11, 76, 13, 11, 244, 15, 29, 15, 50, 59, 103, 10, 16, 23, 14, 17, 23, 10, 45, 24, 24, 12, 26, 21, 11, 16, NA, 34, 38, 32, 52, 43, 21, 19, 30, 19, 10, 25, 77, 139, 50, 17, 37, 32, 61, 39, NA, 44, 18, 31, NA, 40, 26, 11, 38, NA, 10, 18, 13, NA, 86, 61, 81, 102, 270, 19, 42, 50, 32, 14, NA, 10, 51, 10, 31, 105, 36, 12, 60, 22, 17, 22, NA, 185, 10, 18, 11, 19, 18, 29, 64, 19, 10, 11, 27, 64, 37, 880, 10, 31, 17, 22, 75, 19, 128, 31, 55, 145, 11, 84, 77, 17, 70, 35, 16, 11, 14, 20, 10, 11, 12, 22, 15, 16, 25, 15, 14, 14, 58, 13, 13, 18, 24, 10, 29, 24, 25, 11, 1055, 206, 25, 16, 40, 55, 195, 34, 19, 47, 15, 30, 16, 19, 13, 18, 12, 31, 34, 175, 27, 37, 12, 113, 31, 51, 65, 13, 42, 54, 26, 29, 268, 222, 81, 10, 502, 35, 37, 95, 30, 15, 32, 42, 55, 114, 29, 409, 50, 23, 13, 108, 146, 25, 26, 72, 14, 14, 13, 33, 58, 36, 36, 36, 13, 15, 15, 53, 13, 22, 29, 36, 21, 21, 28, 39, 148, 273, 172, 46, 16, 280, 32, 112, 87, 82, 11, 38, 13, 10, 17, 25, 12, 78, 98, 67, 123, 14, 13, 10, 37, 23, 12, 104, 21, 36, 43, 33, 20, 109, 20, 47, 15, 11, 47, 14, 23, 30, 97, 28, 24, 18, 359, 451, 312, 28, 18, 103, 15, 12, 58, 17, 112, 27, 38, 110, 25, 27, 11, 13, 59, 31, 17, 18, 11, 11, 96, 13, 14, 10, 13, 73, 104, 15, 34, 53, 13, 14, 45, 36, 85, 46, 28, 25, 39, 89, 25, NA, 64, 12, NA, 39, 16, 13, 25, 11, 15, 95, 121, 18, 31, 47, 15, 16, 620, 81, 20, 56, NA, 144, 130, 91, 34, 16, NA, 231, 37, NA, 13, 26, 39, NA, 38, 18, NA, 70, 11, 24, 16, 28, 11, 179, 47, 19, 14, 342, 24, 10, 71, 265, 76, 30, 27, 129, NA, 110, 17, 84, 15, 49, NA, 12, 35, 11, 25, 17, 10, 13, 68, 21, 11, 23, 18, 10, 12, 11, 18, 16, 14, 17, 13, 59, 24, 11, 10, 42, 24, 68, 11, 105, 65, 17, 12, NA, 11, NA, NA, 49, 170, 10, 13, 10, 26, 19, 110, 19, 11, 12, 27, 24, 28, 18, 22, 10, NA, 12, 42, 75, 12, 28, 19, 24, NA, 13, 28, NA, 87, 99, 77, 52, NA, 38, 41, NA, 37, 16, 12, 29, 24, 19, 43, 10, NA, 19, 30, 83, 21, 17, NA, NA, NA, NA, 25, 37, 36, 11, 15, 13, NA, 10, 50, 13, NA, 124, NA, 13, 13, 14, 26, 27, NA, 18, 77, 71, 36, 22, 40, 49, 50, 44, 10, 87, 147, 44, 72, 87, 16, 15, 10, 11, NA, NA, NA, NA, NA, 20, 39, NA, 22, 11, 14, NA, 80, NA, 17, 101, 285, 32, 10, 13, 12, 51, 44, NA, 19, 12, 99, 16, 28, 53, 114, 11, 20, 11, 11, 15, 10, 10, 25, 188, 11, 10, 11, 18, 14, 10, 11, 30, 14, 65, 33, 16, 16, 22, 19, 70, NA, NA, 10, 12, 21, 47, NA, 11, 35, 346, 217, 20, 11, 55, 73, 22, 94, 40, 14, 12, 22, 10, 16, NA, NA, 108, 15, 12, NA, 13, NA, 20, 22, 11, 11, 139, 10, NA, 46, 28, 119, 18, 27, 12, 27, 13, 142, 12, NA, 12, NA, 38, 22, 17, 123, 39, 30, 138, 16, NA, NA, 14, 51, 10, 31, 27, 27, 222, 69, 40, 56, 12, NA, 221, 25, 18, 21, 17, 50, 38, 151, 20, 92, 15, 15, 150, 197, 509, 205, 28, 22, 27, 14, 13, 35, 26, 28, 23, 10, 25, 23, 12, 75, 20, 20, 59, 51, 98, 19, 16, 13, 16, 28, 54, 17, 29, 67, 423, 451, NA, 14, 28, 379, 48, 11, 12, 10, 46, 25, NA, 28, 24, 10, 18, 12, 19, 11, 68, 25, 19, 13, 15, 18, 10, NA, 13, 31, 15, 16, 24, 22, 30, 38, 52, 30, 48, 11, 69, 13, 36, 53, 14, 18, NA, 17, 25, 78, 10, 10, 26, 11, 19, 145, 32, 32, 24, 19, 19, 27, 116, 59, 18, 13, 32, 10, 10, 29, 18, 88, 25, 86, 113, 11, 11, NA, NA, 27, 16, 37, 36, 12, 75, 46, 10, 15, 12, 17, 16, 29, 28, 18, NA, NA, 21, 80, 17, 57, 29, 29, 60, 1143, NA, 346, 37, 489, 239, 124, 17, 13, 60, 52, 13, 10, 23, 87, 676, 34, 17, NA, 165, 25, 12, 36, 169, 18, 35, 241, 65, 70, 21, 14, 13, 44, 27, 33, 41, 24, 28, 82, 12, NA, NA, 25, 16, 38, 12, 11, 11, 29, 76, 22, 68, 235, 31, 330, 39, 209, 38, 48, 36, 77, 16, 15, 60, 292, 14, 37, NA, 402, 18, NA, NA, NA, 123, 30, NA, 15, 25, 14, 15, 13, 30, 122, 16, 26, 15, 41, 72, 12, 13, 73, 16, NA, 120, 72, 75, 18, NA, NA, 13, 45, 18, 63, 80, NA, 33, 23, 118, 69, 12, 11, 15, 28, 36, 35, 21, 34, 12, 11, 10, 17, NA, 29, 31, 10, 32, NA, 22, 27, 46, 11, 37, 12, 13, 13, 126, 15, 42, 24, 12, 13, 30, 12, 17, 22, 18, 108, 163, 135, 14, 10, 85, 247, 78, 33, 32, 12, 15, NA, NA, 278, 16, 47, NA, 20, 34, 34, 10, 13, 69, 15, 13, 11, 93, 73, 17, NA, NA, 50, 39, 15, 11, NA, 120, 25, 21, 40, 14, 11, 27, 32, 35, 11, NA, 41, 36, 33, 187, 47, 41, 52, 59, 17, 48, 273, 71, 44, 18, 22, 23, 20, 11, 17, 21, 38, 20, 12, 71, 13, 22, 92, 143, 53, 2410, 27, 23, 52, 142, 59, 104, 93, 46, 26, 266, 150, 30, 464, 72, 53, 14, 13, 13, 71, 15, 40, 20, 62, 206, 22, 11, 196, 25, 18, 80, 48, 13, 19, 97, 52, 34, 11, 76, 11, 13, NA, 32, 10, 25, 14, 23, 140, 10, 13, 20, 17, 199, 165, 232, 57, 21, 18, 15, 10, 16, 12, 34, 37, 54, 42, 16, 28, 13, 47, 73, 17, 21, 11, 15, 12, 26, 28, 22, 13, 12, 16, 21, 27, 38, 102, 16, 21, 22, 12, 70, 64, 11, 14, 28, 34, 13, 13, 19, 31, 53, 10, 22, 175, NA, 15, 11, 16, 29, 10, 48, 47, 31, 44, 14, 12, 10, 24, 82, 40, 12, 76, 137, 23, 18, 91, 70, 10, 86, 66, 36, 29, 21, 16, 26, 57, 27, 97, 57, 12, 10, 352, NA, 27, 16, 109, 11, 34, 25, 173, 26, 43, 37, 23, 38, 20, 22, 20, 65, 160, 52, 21, 150, 11, 122, 12, 35, 45, 26, 16, 23, 34, 62, 105, 24, 47, 18, 16, 58, 64, 50, NA, 24, 35, 39, 44, 16, 54, 226, 46, 23, 49, 17, 38, 67, 10, 10, 21, NA, 57, 12, NA, 45, 16, 51, 12, 17, 70, 17, 60, NA, NA, 10, 37, 52, 10, 15, 12, NA, 18, 49, 52, 17, 50, 10, 13, 187, 10, 10, 91, 17, 202, 14, 24, 21, 43, 96, 65, 26, 16, 53, 12, 23, 19, 15, 27, 14, 13, 46, 15, 23, 20, 26, 15, 20, 36, 18, 40, 29, 28, 36, 22, 62, 120, NA, 23, 12, 45, 17, NA, NA, 12, 18, 18, 64, 27, 40, 36, 28, NA, 47, 200, 63, 19, 11, 15, 37, 12, 68, 10, NA, 33, NA, 73, 205, 30, 30, 12, 127, 62, 11, 11, 17, 42, 55, 11, 63, 11, NA, 24, NA, 20, 12, 12, 10, 10, 10, 122, 44, 26, 17, 74, 29, 31, NA, NA, 38, NA, NA, 15, NA, 105, NA, 49, NA, 47, 23, NA, 55, 32, 160, 253, 16, 48, 21, 19, 10, NA, 11, 11, 19, 20, 10, 69, 55, 30, 49, 41, 47, 27, 37, 82, 19, 109, 10, NA, 54, NA, NA, 62, 29, 33, 12, 75, 39, 14, 13, 131, 32, 29, 10, 12, 25, 27, 20, 28, 50, 46, 17, 52, 29, 18, 15, 31, 189, 44, 17, 47, 414, 12, 59, 21, 15, 18, 121, 18, 16, 60, 10, 20, 14, 11, 11, 44, 17, 17, 12, NA, 31, 44, 17, 21, 16, 12, NA, 16, 108, 45, 34, 16, 92, 31, 61, 21, 32, 32, 28, 34, 20, 50, 55, 19, 69, 82, 78, 18, 26, NA, 59, 78, 12, 29, 335, 116, 21, 18, 39, 212, 112, 16, 16, 473, 49, 227, 226, 24, 19, 59, 11, 11, 24, 106, 13, 123, 82, 10, 213, 16, 20, 44, 29, 231, 10, 30, 16, 21, 17, 10, 167, 36, 89, 43, 218, 23, 23, 16, 494, 341, 66, 22, 51, 40, 99, 29, 146, NA, 10, 33, NA, NA, 35, 11, 34, 34, 38, NA, NA, 44, NA, 59, NA, 10, 196, 32, 67, 90, 247, 173, NA, 201, 60, 18, 32, 203, 16, 11, 100, 25, 22, 55, 18, 71, 13, 11, 13, 10, 16, 27, 49, 33, 127, 29, 103, 67, 23, 17, 52, 109, 64, 41, 19, 11, 15, 31, 30, 18, 11, 255, 270, 17, 12, 13, 21, 26, 65, NA, 57, 45, 56, 17, 23, 89, 10, 28, 10, 10, 36, 22, 35, 41, 10, 13, 12, 42, 126, 168, 105, 285, 230, 26, 32, 12, 16, 183, 146, 23, 11, 13, 100, 26, 16, 13, 72, 15, 50, 11, 56, 70, 16, 33, 54, 48, 35, 18, 13, 36, 18, 22, 10, 46, 24, 29, 25, 99, NA, 12, 77, 66, 109, 55, 84, 28, 156, 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#> $ debt_all_stgp_eval_mean <dbl> 53978, 64609, 48048, 52972, 32510, 52527, 55279, 44245, 66444, 51788, 52339, 52786, 28344, 25015, 37385, 49974, 34072, 32223, 20245, 31687, 52508, 30809, 30170, 26100, 40150, 29428, 53856, 96794, 56283, 38817, 72209, 33689, 43590, 34809, 31765, 40667, 56591, 57391, 26358, 31932, 23490, 46075, 43485, 50853, 38001, 70357, 63243, 35316, 28032, 32904, 39299, 30990, 48873, 31655, 29487, 20844, 33462, 32830, 37975, 47122, 43506, 29514, 29098, 33702, 19019, 33487, 24837, 45178, 40759, 43759, 58934, 44111, 42042, 34239, 28215, 41798, 23136, 19355, 65747, 51292, 29768, 43336, 41572, 31462, 28726, 23979, 25962, 27020, 51690, 16129, 38573, 47318, 45043, 22737, 47387, 23278, 54257, 25746, 26506, 61404, 41183, 39050, 39624, 65016, 41528, 35532, 34053, 30475, 28069, 44328, 39333, 45353, 25311, 30434, 28777, 34397, 36800, 37760, 30900, 39129, 34582, 37293, 23741, 19866, 20387, 27790, 16986, 36851, 34435, 31241, 21685, 30052, 50225, 49278, 56594, 154579, 71742, 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26450, 33706, 53329, 211...
#> $ debt_all_stgp_eval_mdn <dbl> 51568, NA, NA, 53781, NA, NA, 57016, NA, 66196, 50446, 45968, 50311, NA, 24000, 37695, 59450, 35250, 30750, 11651, 34166, NA, 30182, NA, NA, 40848, NA, 41000, 108560, 52673, 30496, 56000, NA, 41000, 30624, 34028, 41000, NA, NA, 20500, 30750, 20004, NA, NA, 48774, 41000, NA, 58158, 32654, 28775, 21000, 30750, 27564, 42892, NA, 29234, NA, NA, 30750, NA, 41000, NA, 27983, 30750, 35889, NA, NA, 20500, NA, NA, 45553, NA, 44145, 46677, 35684, NA, 35750, 20500, NA, NA, NA, 30942, 41000, 43500, 30000, 20500, 16279, 22500, 22850, 41000, NA, 37250, 49000, 41000, 20500, NA, 19800, 56000, 27500, 30750, 67250, 39705, NA, 39581, 62338, 40846, 33110, NA, 32144, NA, NA, NA, NA, 18906, 27277, 27333, 31433, 32800, 32799, 27333, 41000, 35500, 41000, NA, 16500, NA, 24316, NA, 41000, 34250, 27084, NA, 29793, 41000, NA, 51000, 172777, 71000, NA, NA, NA, 30615, NA, 54518, 40345, 17565, NA, NA, 44153, 94368, 56296, 51250, NA, 30750, NA, 58500, 34166, 41000, 56375, 47386, 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62510, 72389, 28500, 85246, 52646, NA, NA, 27993, 21112, NA, 35400, NA, 59675, 48100, 53500, 78422, 81118, NA, NA, 48215, 63201, 86864, 25881, 44999, 31331, 52347, NA, NA, 33449, 31166, 27000, 30500, NA, 20500, 41117, NA, 43437, 27666, 69305, 94019, 32500, 30500, 20500, NA, NA, NA, 134604, 134604, NA, 82034, 78548, 20500, 20500, 20500, NA, 32675, 28160, 32699, NA, NA, NA, 101000, 114000, 112250, 94216, 124900, NA, NA, NA, 60216, NA, 47994, 41000, 30500, NA, NA, NA, NA, 26700, NA, 36318, NA, NA, 63876, 61500, 41000, 41000, 53000, 50038, 32750, NA, 33006, NA, 80963, 57000, NA, NA, NA, NA, 36372, 34812, NA, NA, 20500, NA, 75166, 95583, 44077, 20500, 41000, 41000, 41000, 61981, 51548, 41000, NA, NA, 43380, NA, NA, 36670, NA, 20000, 36079, 70510, 40556, NA, NA, 65155, NA, 65733, NA, 72374, 108255, NA, 82450, 39397, NA, NA, NA, NA, NA, 40384, 34166, NA, NA, NA, 54666, 60025, NA, 40500, 28184, 36288, 35780, 33140, NA, 20920, 27832, 51250, 44842, 25920, NA, NA, 27084, 41000, NA, NA, 40500, 35082, 46920, 34416, NA, 34165, 32891, 50348, NA, 50485, 46122, NA, 84798, 40394, 41000, 36288, 36288, NA, NA, 82000, 61500, 89000, 46750, 32551, 41000, 54615, NA, 20500, 30808, 58129, NA, 81007, NA, NA, NA, 41000, 36342, 82276, 56323, 80200, 55350, 91630, 72160, 39908, 35254, 24989, 54872, 41000, NA, NA, 41000, 29551, NA, 51250, 34072, 41000, NA, 24666, NA, 18500, 28129, 52578, 13000, NA, 47567, NA, NA, NA, 34579, 26314, NA, 30750, NA, 36534, 34592, NA, NA, 53604, NA, NA, 29304, 50323, 48958, NA, 50323, 43242, NA, 71500, NA, 97141, 25934, NA, 87795, 31718, 109994, 47808, NA, NA, NA, 20500, 33903, 43556, 47155, 51500, NA, NA, NA, NA, 36738, 26456, 30750, NA, 35732, 38892, 36260, 55000, 49626, NA, 41000, NA, NA, NA, 28000, NA, 41000, 56885, NA, NA, 41030, NA, NA, 53250, NA, 50750, 79060, 44485, NA, NA, 50300, 61500, 49450, 34235, 50930, NA, NA, NA, 30951, 31429, NA, 36726, 38625, 40207, 45664, 31500, NA, NA, 28328, NA, NA, NA, 61397, 63550, NA, NA, 20500, 71500, 42433, NA, NA, NA, 59380, 40313, 26810, 35630, NA, NA, 30500, 41000, 41000, NA, 142539, 45500, 125290, 88590, 66984, 35987, 52500, 41000, 68570, NA, 89809, 69545, 63989, 50131, NA, 40750, 27911, 47595, NA, NA, 61763, 100757, 53350, NA, 63945, NA, 91437, 61936, 70712, 74115, 118698, 58578, 56250, 105547, 146535, 41000, 86500, 198810, 113188, 71750, 85254, 131635, 140524, 79041, 47394, 56496, NA, NA, NA, 41000, NA, 47394, 76000, 51250, 20500, 34166, NA, 45722, 43252, NA, 72226, 54000, NA, 29978, 28036, 20500, 22366, NA, 48184, NA, NA, NA, 26540, NA, 60613, NA, 52789, 37500, NA, NA, 49294, NA, 59065, 54295, 52152, 27165, 39281, NA, NA, NA, NA, NA, 38727, 25400, 48032, 34620, NA, 46035, NA, 54073, 39681, NA, 71031, NA, NA, NA, 26495, 30750, 30300, NA, NA, NA, 19944, 22901, 50304, 51807, NA, 27500, 33476, NA, 47357, 32518, NA, NA, 30750, 20500, NA, NA, 21360, 23500, 28008, NA, 29898, 30500, 30779, NA, NA, NA, 36020, NA, 34500, 20500, 26934, 40167, NA, NA, NA, 31578, 38435, 37142, NA, 72776, 42500, 20500, NA, 40833, 44500, NA, 52168, 46869, 41000, 64121, 83176, NA, 62401, 47539, 44838, 98486, 118089, NA, NA, 68635, NA, 79000, NA, 86039, NA, 54123, 45352, 58221, 44866, 24601, 67104, 47833, 58251, 36410, 61993, 30500, 32970, 33500, 22430, 65765, 97882, NA, 31136, NA, 25386, 28933, 58146, NA, 38189, 34010, 30770, 43794, 44238, 48152, NA, NA, 41715, 36427, 27333, NA, 43431, 62109, 62450, 43597, NA, 39206, 41000, 30657, 11000, 34478, NA, 49041, 29230, NA, NA, 36954, NA, 39934, NA, 29250, 49844, NA, 36317, NA, NA, 135500, NA, 41000, NA, NA, NA, 20500, 20500, NA, NA, NA, 35000, NA, 64728, 35313, NA, 26750, NA, NA, 26084, NA, NA, 38188, NA, 31642, NA, 41000, 36178, 38753, 41000, 21725, 26500, NA, 20500, NA, 18501, 33276, NA, 50759, NA, NA, 28500, NA, 28477, 19892, 41000, NA, 41000, 41000, NA, 20500, 20500, 24276, 58618, 27775, 39279, 38082, 41000, 35358, NA, 40867, NA, 36500, NA, NA, NA, NA, 20500, 40160, 116680, 65677, 41000, 107736, 46510, 30393, 41000, 32782, NA, NA, 20500, NA, 38500, NA, NA, 65072, NA, 64950, 31134, 20500, 20500, NA, 16374, 18323, NA, NA, NA, 47135, 45953, NA, 36140, NA, NA, 26065, 41000, 19384, NA, NA, NA, NA, NA, 30750, 43767, 30000, NA, 34572, 41000, 25600, NA, 41000, 61500, 61500, 66000, NA, NA, 35107, NA, 12000, NA, 28905, 16460, 66652, 108013, 59098, 82000, 61500, NA, 38000, 16100, 17434, NA, NA, NA, NA, 29986, 41000, NA, 30750, 33190, 27639, 18189, 30957, 35326, 36271, 21132, 29119, 33294, 29274, NA, NA, 30646, 54666, 20500, 35952, 32500, 28108, NA, 34980, 32146, NA, NA, 51250, 56096, 53000, NA, NA, 33938, 49600, 42000, 51250, 51250, 64655, NA, 61546, 56582, NA, NA, 41000, 60489, 61500, NA, 51250, 70556, NA, 63338, 41000, NA, NA, 85000, NA, NA, 41000, NA, 51250, NA, NA, NA, 61500, NA, NA, NA, NA, 52000, 30750, NA, 47049, NA, NA, NA, NA, 51685, 32148, 42386, NA, 36983, 41000, 34615, 47080, 37960, 36000, 62390, 26740, 28042, 74907, 41000, 41000, 78000, 61500, 51500, NA, 30750, 51500, 50100, 43135, NA, 50079, 59383, 52500, 93280, NA, 92513, 68778, 148048, NA, NA, 69032, 90973, 43412, 65500, 41000, 26265, 41000, NA, NA, 59700, 65780, NA, 46459, 42500, NA, 88628, NA, 61500, 66251, 66500, 69150, NA, 68560, NA, 97725, NA, NA, 50335, 76608, 69560, 74603, 71498, 65040, 50568, NA, 113479, 95310, 71562, 59445, 62260, 94835, 37940, 103533, 88398, NA, NA, 79733, 131279, 46979, 82890, NA, 34167, 68334, 24000, 41000, NA, 45001, 41001, 60760, 51250, NA, 60857, 47090, 92250, 51045, 44334, 162073, 102000, 82000, 41000, NA, 33405, 29871, NA, NA, 26710, 37469, 34922, 49801, NA, 30550, NA, NA, NA, NA, NA, 54187, 37422, 44288, 35199, 41000, 49524, 47960, 39274, NA, 32250, 33300, 39801, 14500, 31750, NA, NA, 41000, 39000, NA, NA, 36149, 34560, NA, NA, NA, 48354, 47880, 28441, NA, 47721, 66685, 33750, NA, 31346, 29239, NA, 47401, NA, NA, 25425, 30430, 29650, 40794, NA, NA, NA, 41650, 30750, 29672, 40794, 41000, 40000, 30750, 36799, NA, NA, 20500, 32000, 51250, NA, NA, 22942, 20500, NA, NA, 31415, NA, 41000, NA, 28597, 48250, NA, 28230, 58270, 56556, 33852, NA, N...
#> $ debt_all_stgp_eval_mdn10yrpay <dbl> 529, NA, NA, 552, NA, NA, 585, NA, 680, 518, 472, 517, NA, 246, 387, 610, 362, 316, 120, 351, NA, 310, NA, NA, 419, NA, 421, 1115, 541, 313, 575, NA, 421, 314, 349, 421, NA, NA, 210, 316, 205, NA, NA, 501, 421, NA, 597, 335, 295, 216, 316, 283, 440, NA, 300, NA, NA, 316, NA, 421, NA, 287, 316, 368, NA, NA, 210, NA, NA, 468, NA, 453, 479, 366, NA, 367, 210, NA, NA, NA, 318, 421, 447, 308, 210, 167, 231, 235, 421, NA, 382, 503, 421, 210, NA, 203, 575, 282, 316, 691, 408, NA, 406, 640, 419, 340, NA, 330, NA, NA, NA, NA, 194, 280, 281, 323, 337, 337, 281, 421, 365, 421, NA, 169, NA, 250, NA, 421, 352, 278, NA, 306, 421, NA, 524, 1774, 729, NA, NA, NA, 314, NA, 560, 414, 180, NA, NA, 453, 969, 578, 526, NA, 316, NA, 601, 351, 421, 579, 487, 474, 238, NA, 421, 316, NA, 474, 526, NA, NA, NA, 275, NA, NA, NA, 158, NA, NA, 249, NA, NA, NA, 544, NA, NA, NA, 564, NA, 404, 275, 349, NA, 317, 342, 355, NA, 447, 569, 329, 443, 314, 313, NA, 146, NA, 210, NA, NA, NA, 210, 301, 350, 234, 582, NA, 538, 498, 336, 579, NA, 256, 413, 460, 619, 407, 368, 401, NA, 421, 277, 516, 321, 523, NA, 498, 421, 570, 368, 320, 459, 210, 469, NA, 681, 443, 222, 259, 421, NA, NA, NA, 353, 210, 335, 357, 375, NA, NA, NA, 408, NA, 324, 251, 417, 373, 316, 365, 385, 380, 444, 421, 210, NA, 305, 283, 358, 267, 249, NA, 343, NA, NA, NA, 378, NA, 369, 792, 443, 305, NA, NA, NA, 314, 389, NA, 443, 230, 635, 416, 221, 616, 221, 190, 248, NA, NA, 277, NA, 345, 467, 397, 210, 331, NA, 158, 180, 217, 226, NA, 143, NA, NA, 244, NA, 272, 278, 326, 631, 342, 412, NA, NA, 291, 145, NA, NA, NA, NA, 223, NA, NA, NA, NA, 242, 204, NA, 218, 221, NA, NA, 361, 265, 429, 306, 210, 387, 541, 304, 221, 536, 1210, NA, NA, 357, NA, NA, 325, NA, NA, 553, 305, NA, 545, 221, NA, NA, 476, 362, 253, 654, 573, 642, 534, 317, 481, NA, NA, 614, 502, 477, NA, 375, 185, 506, 421, NA, NA, 487, NA, 421, NA, 339, NA, 888, 1161, 239, NA, 250, 491, NA, 241, 631, 287, 620, 421, 867, 328, 246, NA, 308, NA, 541, NA, NA, 457, NA, 393, NA, NA, NA, 205, 183, NA, 236, NA, NA, NA, NA, NA, NA, NA, NA, NA, 112, 313, NA, NA, 395, 240, 246, NA, 323, 319, NA, NA, NA, NA, 231, 361, 218, 367, NA, NA, NA, 328, 437, 449, 210, NA, NA, 210, 281, 381, NA, 381, NA, NA, NA, 431, 201, NA, 312, 282, 290, 488, NA, 391, NA, 418, 293, 456, 316, 973, 210, 210, 210, 195, NA, NA, 210, 339, 310, 260, NA, 293, 337, 275, 407, 300, NA, 273, 198, 210, 224, 210, 332, 328, NA, NA, NA, NA, NA, 300, NA, 490, 313, 341, NA, NA, NA, 308, 214, 415, NA, 421, 316, 380, 210, 274, 210, 215, 407, NA, 358, 407, 421, 310, 351, NA, NA, NA, NA, NA, 182, NA, NA, NA, 210, 322, 226, 328, NA, NA, 354, 275, 226, NA, 392, 293, 210, NA, NA, NA, 421, 366, 367, 303, NA, 421, NA, 210, 210, 408, NA, 316, NA, NA, NA, NA, NA, 318, 299, NA, NA, NA, NA, NA, NA, NA, 299, NA, 303, 397, NA, NA, 281, 169, 308, 228, NA, NA, NA, 379, 379, NA, NA, 421, 332, 399, 379, NA, 421, 423, 219, 293, 326, NA, NA, 384, NA, NA, NA, 305, 405, NA, NA, NA, NA, NA, 210, 411, NA, NA, 287, NA, NA, 377, 240, 316, NA, 600, NA, 272, NA, 236, NA, NA, NA, 1114, 277, 421, NA, 832, 513, 405, 236, NA, NA, NA, NA, 365, NA, 1047, 439, 642, 743, 293, 875, 541, NA, NA, 287, 217, NA, 363, NA, 613, 494, 549, 805, 833, NA, NA, 495, 649, 892, 266, 462, 322, 537, NA, NA, 343, 320, 277, 313, NA, 210, 422, NA, 446, 284, 712, 965, 334, 313, 210, NA, NA, NA, 1382, 1382, NA, 842, 807, 210, 210, 210, NA, 335, 289, 336, NA, NA, NA, 1037, 1171, 1153, 967, 1282, NA, NA, NA, 618, NA, 493, 421, 313, NA, NA, NA, NA, 274, NA, 373, NA, NA, 656, 631, 421, 421, 544, 514, 336, NA, 339, NA, 831, 585, NA, NA, NA, NA, 373, 357, NA, NA, 210, NA, 772, 981, 453, 210, 421, 421, 421, 636, 529, 421, NA, NA, 445, NA, NA, 377, NA, 205, 370, 724, 416, NA, NA, 669, NA, 675, NA, 743, 1112, NA, 847, 405, NA, NA, NA, NA, NA, 415, 351, NA, NA, NA, 561, 616, NA, 416, 289, 373, 367, 340, NA, 215, 286, 526, 460, 266, NA, NA, 278, 421, NA, NA, 416, 360, 482, 353, NA, 351, 338, 517, NA, 518, 474, NA, 871, 415, 421, 373, 373, NA, NA, 842, 631, 914, 480, 334, 421, 561, NA, 210, 316, 597, NA, 832, NA, NA, NA, 421, 373, 845, 578, 823, 568, 941, 741, 410, 362, 257, 563, 421, NA, NA, 421, 303, NA, 526, 350, 421, NA, 253, NA, 190, 289, 540, 133, NA, 488, NA, NA, NA, 355, 270, NA, 316, NA, 375, 355, NA, NA, 550, NA, NA, 301, 517, 503, NA, 517, 444, NA, 734, NA, 997, 266, NA, 901, 326, 1129, 491, NA, NA, NA, 210, 348, 447, 484, 529, NA, NA, NA, NA, 377, 272, 316, NA, 367, 399, 372, 565, 510, NA, 421, NA, NA, NA, 287, NA, 421, 584, NA, NA, 421, NA, NA, 547, NA, 521, 812, 457, NA, NA, 516, 631, 508, 352, 523, NA, NA, NA, 318, 323, NA, 377, 397, 413, 469, 323, NA, NA, 291, NA, NA, NA, 630, 653, NA, NA, 210, 734, 436, NA, NA, NA, 610, 414, 275, 366, NA, NA, 313, 421, 421, NA, 1464, 467, 1286, 910, 688, 370, 539, 421, 704, NA, 922, 714, 657, 515, NA, 418, 287, 489, NA, NA, 634, 1035, 548, NA, 657, NA, 939, 636, 726, 761, 1219, 601, 578, 1084, 1505, 421, 888, 2041, 1162, 737, 875, 1352, 1443, 812, 487, 580, NA, NA, NA, 421, NA, 487, 780, 526, 210, 351, NA, 469, 444, NA, 742, 554, NA, 308, 288, 210, 230, NA, 495, NA, NA, NA, 273, NA, 622, NA, 542, 385, NA, NA, 506, NA, 606, 557, 535, 279, 403, NA, NA, NA, NA, NA, 398, 261, 493, 355, NA, 473, NA, 555, 407, NA, 729, NA, NA, NA, 272, 316, 311, NA, NA, NA, 205, 235, 517, 532, NA, 282, 344, NA, 486, 334, NA, NA, 316, 210, NA, NA, 219, 241, 288, NA, 307, 313, 316, NA, NA, NA, 370, NA, 354, 210, 277, 412, NA, NA, NA, 324, 395, 381, NA, 747, 436, 210, NA, 419, 457, NA, 536, 481, 421, 658, 854, NA, 641, 488, 460, 1011, 1213, NA, NA, 705, NA, 811, NA, 883, NA, 556, 466, 598, 461, 253, 689, 491, 598, 374, 637, 313, 339, 344, 230, 675, 1005, NA, 320, NA, 261, 297, 597, NA, 392, 349, 316, 450, 454, 494, NA, NA, 428, 374, 281, NA, 446, 638, 641, 448, NA, 403, 421, 315, 113, 354, NA, 504, 300, NA, NA, 379, NA, 410, NA, 300, 512, NA, 373, NA, NA, 1391, NA, 421, NA, NA, NA, 210, 210, NA, NA, NA, 359, NA, 665, 363, NA, 275, NA, NA, 268, NA, NA, 392, NA, 325, NA, 421, 371, 398, 421, 223, 272, NA, 210, NA, 190, 342, NA, 521, NA, NA, 293, NA, 292, 204, 421, NA, 421, 421, NA, 210, 210, 249, 602, 285, 403, 391, 421, 363, NA, 420, NA, 375, NA, NA, NA, NA, 210, 412, 1198, 674, 421, 1106, 478, 312, 421, 337, NA, NA, 210, NA, 395, NA, NA, 668, NA, 667, 320, 210, 210, NA, 168, 188, NA, NA, NA, 484, 472, NA, 371, NA, NA, 268, 421, 199, NA, NA, NA, NA, NA, 316, 449, 308, NA, 355, 421, 263, NA, 421, 631, 631, 678, NA, NA, 360, NA, 123, NA, 297, 169, 684, 1109, 607, 842, 631, NA, 390, 165, 179, NA, NA, NA, NA, 308, 421, NA, 316, 341, 284, 187, 318, 363, 372, 217, 299, 342, 301, NA, NA, 315, 561, 210, 369, 334, 289, NA, 359, 330, NA, NA, 526, 576, 544, NA, NA, 348, 509, 431, 526, 526, 664, NA, 632, 581, NA, NA, 421, 621, 631, NA, 526, 724, NA, 650, 421, NA, NA, 873, NA, NA, 421, NA, 526, NA, NA, NA, 631, NA, NA, NA, NA, 534, 316, NA, 483, NA, NA, NA, NA, 531, 330, 435, NA, 380, 421, 355, 483, 390, 370, 641, 275, 288, 769, 421, 421, 801, 631, 529, NA, 316, 529, 514, 443, NA, 514, 610, 539, 958, NA, 950, 706, 1520, NA, NA, 709, 934, 446, 673, 421, 270, 421, NA, NA, 613, 675, NA, 477, 436, NA, 910, NA, 631, 680, 683, 710, NA, 704, NA, 1003, NA, NA, 517, 787, 714, 766, 734, 668, 519, NA, 1165, 979, 735, 610, 639, 974, 390, 1063, 908, NA, NA, 819, 1348, 482, 851, NA, 351, 702, 246, 421, NA, 462, 421, 624, 526, NA, 625, 484, 947, 524, 455, 1664, 1047, 842, 421, NA, 343, 307, NA, NA, 274, 385, 359, 511, NA, 314, NA, NA, NA, NA, NA, 556, 384, 455, 361, 421, 508, 492, 403, NA, 331, 342, 409, 149, 326, NA, NA, 421, 400, NA, NA, 371, 355, NA, NA, NA, 496, 492, 292, NA, 490, 685, 347, NA, 322, 300, NA, 487, NA, NA, 261, 312, 304, 419, NA, NA, NA, 428, 316, 305, 419, 421, 411, 316, 378, NA, NA, 210, 329, 526, NA, NA, 236, 210, NA, NA, 323, NA, 421, NA, 294, 495, NA, 290, 598, 581, 348, NA, NA, 309, NA, 354, NA, 421, 538, 446, 312, 440, NA, NA, 630, 1032, 472, 417, 773, 549, 510, 631, 388, 368, 369, 440, 435, 480, 316, 500, NA, 317, 455, 379, 339, NA, 297, 315, 310, 226, 205, 291, 249, NA, NA, NA, NA, 526, 293, NA, 284, NA, 421, 496, 421, NA, NA, 291, 354, 263, NA, 429, 631, 417, 389, NA, 526, 498, 421, 536, 957, 259, 210, 250, NA, NA, NA, NA, 315, NA, 506, 526, 333, 236, 319, 463, 274, 322, 223, 287, NA, NA, NA, NA, NA, 246, 369, NA, NA, 427, 258, 311, 314, NA, 220, NA, 388, 1428, 478, 1052, 516, 283, 352, 435, 396, 258, 397, NA, NA, 606, NA, NA, 416, NA, NA, NA, NA, NA, 411, 525, NA, 509, 1202, 400, 527, 544, NA, NA, NA, NA, NA, NA, 790, 860, 832, 430, 557, NA, NA, 487, 574, 927, NA, 531, 799, 511, 455, NA, NA, 325, 278, 309, NA, NA, NA, NA, 405, NA, NA, 464, 421, 421, 389, 284, NA, NA, 316, NA, 732, 559, NA, NA, 567, 526, 1094, 527, 526, 790, NA, NA, 526, 561, 855, NA, NA, NA, 526, 819, 631, NA, 623, 605, 606, 901, 1880, 1345, 736, 631, 1143, 544, 690, 526, 561, 667, 609, 421, 596, NA, 467, NA, NA, 631, 421, 421, NA, 579, 497, 579, 569, 610, 631, 579, 579, NA, NA, 526, 559, 421, NA, 540, NA, NA, NA, NA, NA, 365, 292, 458, 540, 379, 393, NA, NA, NA, NA, NA, NA, NA, 421, 393, 287, 316, 313, NA, 280, 320, 275, NA, 313, 318, NA, NA, 213, 515, NA, NA, 388, 385, 351, 585, 320, 202, 299, NA, NA, 230, NA, 198, 198, NA, NA, 279, NA, 232, 720, 850, 405, 239, 331, NA, NA, 210, NA, 309, 212, NA, 432, 210, 385, 418, 238, 404, NA, 410, 310, 251, 303, NA, NA, NA, NA, 312, NA, NA, 279, 266, 389, 294, 215, NA, NA, 418, 421, 613, 615, 465, 414, NA, 652, NA, 819, 733, NA, 306, 378, 421, 618, 532, 1166, 575, 421, 472, NA, 526, NA, NA, NA, 319, 421, 421, NA, 290, 497, 283, NA, 301, 348, 351, 317, 666, NA, NA, NA, 678, 549, NA, 1282, 1703, 678, 621, 668, 631, 521, 636, 515, 699, 767, 427, 614, 286, NA, 292, 648, 303, 198, 232, NA, NA, NA, NA, NA, 820, NA, 229, 221, 267, 308, 207, 210, 323, 269, 282, NA, NA, NA, 337, 285, 226, NA, NA, 358, 280, 341, 413, 385, 279, 212, 236, 211, NA, 293, 282, NA, 379, 334, NA, 298, 247, 298, NA, 299, 429, 418, 405, 418, 439, 323, NA, 300, 392, 338, NA, 390, NA, 399, 332, 366, 365, NA...
#> $ earn_count_wne_hi_1yr <dbl> NA, 13, 16, 39, NA, 11, 22, 12, 64, 138, 33, 45, 17, 32, 37, 28, 73, 18, 48, 123, NA, 20, NA, 23, 38, NA, 97, 92, 31, 114, 83, NA, 694, 87, 108, 38, NA, NA, 32, 137, 57, NA, 12, 25, NA, 17, 68, 51, 32, 52, 21, 149, 48, 15, 97, 11, 11, 276, 15, 47, 15, 47, 72, 119, 24, 41, 37, 19, NA, 24, NA, 40, 15, 26, NA, 26, 44, 11, 20, 15, 46, 34, 26, 56, 82, 41, NA, 26, NA, NA, 34, 78, 177, 89, 22, 13, 20, 32, 29, 26, 58, 13, 22, 35, 44, 26, NA, 36, NA, NA, 11, 13, 24, 74, 70, 78, 120, 290, 30, 30, 67, 33, 12, 27, NA, 72, NA, 30, 94, 49, 11, 65, 36, NA, NA, NA, 178, 15, 23, 23, 16, 12, 20, 56, NA, 13, NA, 31, 58, 45, 849, 15, 59, 30, 46, 104, 34, 199, 41, 76, 104, NA, 168, 129, 16, 88, 24, 15, 13, 12, 24, 15, 19, 12, 22, 14, 14, 45, 23, 14, 19, 64, 25, 18, NA, 20, NA, 22, 51, 14, 25, 976, 275, NA, NA, 56, 49, 210, 30, 15, 75, 30, 46, 33, 42, NA, 66, 15, 47, 55, 138, 29, 54, 11, 73, 17, 28, 70, 11, 32, 51, 13, 27, 259, 157, 105, NA, 513, 34, 24, 41, 34, 13, 29, 43, 53, 102, 37, 608, 92, 22, 13, 61, 219, 42, 30, 39, 18, 18, 17, 50, 71, 43, 51, 33, 18, 27, 19, 62, NA, 32, 53, 52, NA, 21, 38, 60, 113, 397, 208, 60, 32, 300, 30, 149, 113, 78, 16, 49, 15, 15, 17, 25, NA, 87, 69, 72, 161, 19, NA, NA, 35, 35, 19, 110, NA, 29, 49, 48, 31, 161, 19, 137, 34, NA, 31, 22, 38, 28, 91, 53, 23, 21, 407, 481, 316, 24, 13, NA, NA, NA, 36, 15, 98, 39, 40, 128, 37, 26, 24, 11, 89, 35, 12, 19, NA, NA, 87, 11, 14, 11, NA, 54, 121, 11, 39, 51, NA, 11, 42, 37, 119, 61, 25, 25, 39, 88, 22, 32, 64, 20, NA, 58, 18, 11, 29, 18, 22, 79, 151, 19, 21, 55, 18, 32, 544, 72, 19, 50, NA, 157, 132, 105, 18, NA, NA, 220, 45, 117, NA, NA, 42, NA, 42, 23, NA, 62, NA, 31, NA, 32, NA, 172, 37, 20, 17, 340, NA, NA, 43, 222, 77, 33, NA, 95, 100, 73, NA, 120, 11, 38, NA, NA, 53, 12, 36, 20, 11, 17, 75, NA, 19, 29, 31, 13, NA, 18, 22, NA, 36, NA, NA, 97, 45, 27, 32, 113, 53, 101, 18, 96, 52, 19, 68, 14, 35, 42, 27, 82, 163, 11, NA, NA, NA, 17, 128, 54, 19, 11, 45, 31, 26, 13, 25, 18, NA, 27, 42, 70, 11, 34, 22, 83, 36, NA, 40, 19, 79, 120, 93, 91, 31, 44, 135, 57, 82, 15, 24, 29, 30, NA, 99, 15, 74, 16, 36, 91, 23, 30, 83, 70, 118, 200, 57, 48, 50, 20, 25, 13, 15, NA, 52, NA, 32, 161, 30, 20, 14, 11, NA, 42, 86, 25, 115, 86, 35, 29, 37, 73, 64, 57, 29, 95, 156, 49, 83, 92, 20, NA, NA, 13, 12, 14, 19, 17, 12, 15, 60, 20, 21, 17, 16, 30, 69, 44, 17, 125, 385, 31, NA, 15, 14, 46, 57, 34, 27, 22, 85, 24, 45, 104, 129, 21, 35, 31, NA, NA, 23, 11, 27, 197, NA, NA, NA, 12, NA, NA, NA, 40, 24, 84, 24, 16, 25, 145, 48, 142, 65, 21, 18, NA, 40, 47, NA, 15, 43, 477, 271, 18, 15, 61, 150, 26, 93, 37, 26, 14, 22, 16, 21, 12, 40, 63, 21, 13, 20, 17, 13, 16, 16, NA, 17, 197, NA, NA, 51, 52, 173, 26, 63, 19, 81, 18, 164, 39, NA, 18, NA, 35, 37, 34, 76, 42, 40, 183, 12, NA, NA, 13, 61, NA, 45, 21, 27, 290, 71, 54, 87, 11, 28, 234, 48, 36, 47, NA, 70, 51, 162, 21, 69, 20, NA, 206, 226, 733, 229, 45, 15, 18, 15, 38, 40, 45, 42, 37, NA, 36, 24, 11, 109, 32, 23, 78, 79, 113, 19, 17, 29, 19, 21, 59, NA, 38, 75, 353, 461, 88, 40, 24, 585, 52, NA, NA, NA, 40, 23, 38, 26, 22, NA, 16, NA, 20, 11, 69, 17, 13, NA, 12, 13, NA, 59, NA, 28, NA, 24, 11, 27, 24, 63, 57, 24, 42, 13, 92, 16, 40, 59, 15, 32, 13, NA, 37, 86, NA, NA, 22, 16, 17, 108, 104, 90, 31, 39, 29, 40, 260, 122, 15, NA, 36, 26, NA, 20, 13, 144, 71, 79, 91, NA, NA, NA, NA, 23, 14, 26, 36, NA, 87, 34, NA, 12, NA, 22, 15, 37, 41, 33, 19, NA, 19, 40, 20, 58, 26, 28, 79, 1192, 12, 402, 37, 376, 154, 55, NA, NA, 64, 38, NA, 12, 20, 92, 401, 25, 21, 51, 198, 12, NA, 35, 141, 14, 27, 303, 69, 55, 30, NA, 18, 36, 28, 33, 38, 23, 22, 87, NA, 170, 33, NA, NA, 39, NA, 25, 15, 24, 90, 14, 57, 240, 36, 369, 24, 136, 29, 16, 40, 68, 11, NA, 12, 151, NA, 37, 134, 416, 38, 88, 19, 46, 97, 32, 60, NA, 26, 12, 18, 24, 27, 173, 12, 23, 17, 42, 79, 21, 27, 81, 29, 28, 103, 53, 74, 11, 32, 19, NA, 29, 17, 24, 39, NA, 39, 14, 114, 105, 13, NA, NA, 42, 57, 46, 12, 41, 16, NA, NA, NA, 24, 57, 47, NA, 49, 39, 29, 66, 55, 19, 45, NA, 18, 11, 105, 14, 48, 23, 20, NA, 23, 17, 21, 23, 21, 112, 167, 111, 18, 12, 50, 234, 80, 37, 14, 34, 29, 46, 88, 579, 33, 136, 52, 33, 113, 71, 25, 13, 99, 40, 14, 12, 111, 104, NA, NA, 33, 50, 56, 23, 13, NA, 172, 58, 28, 44, NA, NA, 46, 47, 47, 15, 19, 52, 22, 29, 232, 55, 41, 71, 74, NA, 31, 298, 59, 82, 37, 36, 59, 53, 17, 36, 17, 34, 21, 11, 62, 21, 14, 77, 151, 51, 2360, 24, 29, 57, 142, 54, 112, 93, 55, 40, 202, 97, 28, 501, 97, 46, 31, NA, NA, 84, 20, 81, 19, 70, 178, 28, NA, 189, 28, 16, 96, 65, 16, 37, 47, 87, 61, 32, 68, 13, 20, NA, 37, NA, 17, NA, 27, 159, NA, 12, 28, 12, 222, 190, 287, 60, 31, 11, NA, NA, 21, 15, 32, 40, 57, 52, NA, 31, 15, 57, 68, NA, NA, NA, 23, 12, 56, 55, 35, 19, 29, 14, 26, 37, 37, 144, 44, 15, 32, NA, 51, 62, NA, 33, 33, 38, 28, 15, 32, 28, 48, 18, 45, 223, 30, 26, 25, 17, 23, NA, NA, 48, 34, 22, 16, NA, NA, NA, 74, 66, NA, 82, 265, 36, 14, 94, 82, 12, 84, 76, 38, 27, 13, NA, 40, 60, 22, 101, 52, NA, 14, 408, 14, 41, 25, 144, NA, 28, 20, 200, NA, 74, 40, 31, 26, 21, 20, 32, 87, 161, 58, 15, 138, NA, 124, 14, 66, 90, 34, NA, 23, 11, 71, 81, 29, 31, 21, 22, 108, 90, 46, 12, 30, 61, 80, 55, 31, 126, 333, 45, 15, 43, 27, 41, 50, 12, NA, 40, 15, 83, 16, 39, 56, 71, 36, 12, 22, 68, 13, 65, NA, 17, 14, 61, 76, NA, NA, 13, 84, NA, 56, 62, 23, 47, NA, NA, 236, 28, 29, 87, 38, 239, 11, 25, 23, 48, 217, 106, 26, 25, 48, NA, 27, 11, 18, 24, 27, NA, 50, NA, 26, 23, 25, 16, 20, 48, 43, 132, 42, 18, 18, 12, 80, 107, 41, 15, 12, 57, 17, 76, 43, 21, 17, 13, 89, 17, 37, 44, 29, 89, 117, 262, 99, 19, 27, 24, 226, 17, 62, 20, NA, 48, NA, 74, 264, 62, 38, 13, 200, 98, NA, NA, NA, 40, 25, NA, 55, 18, 21, 52, 39, 56, NA, NA, NA, NA, NA, 117, 34, 29, 24, 78, 30, 17, 20, 98, 67, NA, 53, NA, 21, 114, 15, 63, 11, 31, 32, 29, 60, 38, 140, 259, 15, 31, 20, 29, NA, 14, 17, 18, 26, NA, 39, 111, 86, 43, 61, 63, 100, 63, 46, 80, 27, 113, 13, NA, 101, 46, 75, 154, 80, 36, 27, 147, 67, 31, 15, 138, 32, 31, 13, NA, 14, 33, 19, 37, 30, 40, 15, 54, 28, NA, 29, 17, 162, 46, NA, 34, 378, 14, 52, 26, 25, 22, 76, 19, 11, 33, 25, 23, 15, NA, NA, 53, 24, 34, 15, NA, 18, 49, 21, 27, 16, 12, 48, 16, 155, 44, 43, NA, 101, 39, 76, 30, 38, 36, 26, 67, 45, 68, 54, NA, 60, 80, 65, 53, 14, 68, 81, 82, 11, 59, 257, 129, 38, 21, 45, 192, 116, NA, 16, 289, 37, 274, 307, 34, 19, 45, 21, 13, 24, 110, NA, 159, 106, 26, 174, 20, 29, 37, 27, 89, NA, 26, 22, 34, 14, 22, 137, 51, 131, 39, 266, 27, 17, 19, 488, 418, 66, NA, 66, 20, 90, NA, 149, NA, NA, 37, 60, NA, 42, 12, 25, 24, 61, 20, NA, 48, 21, 32, 38, NA, 64, 37, 52, 107, 261, 170, 56, 252, 76, NA, 21, 208, 33, 18, 149, 20, 47, 82, 35, 105, 18, 11, 18, NA, 46, 27, 67, 57, 186, 28, 97, 89, 44, 22, 77, 143, 75, 78, 18, 14, 19, 55, 31, NA, NA, 451, 326, NA, 21, NA, 14, 20, 44, NA, 45, 53, 48, 21, 21, 76, NA, 39, NA, NA, 25, 24, 30, 62, NA, 16, NA, 38, 104, 171, 144, 299, 187, 16, 30, 17, 13, 141, 277, 25, 31, NA, 125, 25, 13, 12, 58, 24, 34, NA, 41, 82, NA, 28, 42, 42, 58, 15, 19, 42, 23, 16, 15, 46, NA, 23, NA, 77, 64, NA, 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12, NA, NA, 16, 87, 138, 37, 44, 17, 28, 37, 81, NA, 43, 154, 18, 20, 21, 99, 20, NA, 245, 50, 108, 393, 287, 87, NA, 16, NA, 70, NA, 39, 44, NA, NA, 90, 20, 55, 18, 28, 46, 28, 19, 15, 18, 26, NA, 33, 21, 17, 35, 24, 55, 90, 39, 28, 21, 23, 34, 272, 87, 14, 12, 14, 33, 27, 50, NA, 33, 36, NA, 56, 26, 13, NA, 26, 16, 25, 37, 25, 47, NA, 15, 12, 201, 30, NA, 88, 42, 39, 26, 42, 70, 25, 121, 39, 15, 61, 12, 17, NA, 33, 20, 94, NA, 36, 25, 74, 15, 68, 49, 28, 30, 35, 25, 14, NA, 149, 131, NA, 61, 97, 359, 124, 148, 197, 22, 22, 29, 28, 53, 42, 27, 187, 25, 40, 30, 32, 65, 79, 20, NA, 11, 20, 20, 322, 16, 19, 126, NA, 15, 16, 125, 49, 82, 59, 13, NA, 15, 39, 57, 34, 35, NA, 36, 124, 65, 69, 38, 366, 18, 22, 82, NA, 17, 19, 14, 33, 56, 39, 104, 51, 21, 14, 24, 48, 19, 19, 67, 61, 132, 14, 52, 23, 56, NA, 18, NA, 22, 60, 91, 22, 17, 12, 15, 34, 32, 89, 20, 108, 61, 245, 114, 27, 16, 24, 27, 22, 64, 19, 45, 15, 12, 32, 12, 20, 34, 28, 82, 60, 124, NA, NA, 11, 82, 50, 60, 248, NA, 22, NA, 33, 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#> $ earn_mdn_hi_1yr <dbl> NA, 47666, 52941, 45940, NA, 37208, 36132, 37568, 33535, 38065, 50439, 40737, 34704, 55693, 44418, 36221, 42347, 44468, 46018, 90334, NA, 18154, NA, 45794, 45852, NA, 91274, 99702, 54910, 53537, 66969, NA, 92804, 67202, 59834, 78896, NA, NA, 45980, 93383, 68499, NA, 52107, 49136, NA, 35701, 59124, 52107, 44666, 47630, 35416, 50231, 93646, 25194, 42841, 48667, 41205, 39254, 41789, 57318, 36668, 87973, 48563, 81031, 60106, 85637, 50606, 57318, NA, 47595, NA, 44989, 42682, 36132, NA, 39729, 59576, 49683, 96183, 57318, 46321, 42905, 37568, 44495, 49179, 77213, NA, 38721, NA, NA, 53358, 91363, 107636, 62409, 68219, 44942, 28960, 45529, 42682, 60399, 56189, 46589, 45696, 39909, 43601, 43240, NA, 38721, NA, NA, 52107, 56641, 63600, 59485, 46589, 46620, 52789, 46200, 49588, 36848, 42099, 52464, 53358, 63005, NA, 45102, NA, 68219, 66686, 55964, 46321, 43909, 43240, NA, NA, NA, 97565, 65053, 58447, 63005, 45696, 40089, 35274, 44520, NA, 55964, NA, 57657, 106421, 68666, 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125388, NA, 71643, 108092, 56234, 91744, 114223, 73720, 71575, 79598, 64493, 95295, 56776, 54522, 138711, 122038, 47846, 73949, NA, 46673, 53080, NA, NA, 55512, 46790, 53775, 49571, 58316, 56133, 51482, 60771, 55964, 51829, 75573, 64659, 45529, NA, 62260, 52107, NA, 52941, 52107, 61609, 58673, 52990, 49449, NA, NA, NA, NA, 75090, 19227, 31133, 48823, NA, 95295, 54996, NA, 38289, NA, 55964, 29685, 66045, 52562, 53069, 53671, NA, 72796, 49175, 33993, 71435, 50231, 73949, 88342, 60356, 67660, 84429, 76566, 63477, 55117, 47390, NA, NA, 54192, 45128, NA, 69338, 42682, 48563, 52941, 42682, 72899, 52420, 68153, 42774, NA, 63997, 49344, 60161, 90856, 65310, 58673, 63749, 83177, NA, 61516, 53775, 71015, 50856, 77401, 50856, 35600, 45539, NA, 51857, 50606, NA, NA, 68858, NA, 67420, 57318, 54035, 52502, 39369, 46478, 46884, 54463, 99335, 124590, 59485, 71854, 33993, 120922, 64493, 67660, NA, 50465, 56043, NA, 70829, 71168, 74641, 56234, 61516, 57318, 64196, 50341, 38289, 60878, NA, 33281, 41565, 48432, 74576, 56776, 50717, 39009, 52733, 52107, 70009, 59011, 52107, 97604, 79284, 69338, 104192, 67014, 49600, 53358, 51607, 49527, 54322, NA, 61516, 48849, 43128, 123527, NA, 46869, 97071, 93242, 92410, 63005, NA, NA, 51794, 59011, 57619, 53358, 44170, 84653, NA, NA, NA, 71015, 77401, 68592, NA, 72177, 51794, 61020, 119358, 76460, 63005, 63666, NA, 44384, 74573, 56494, 58673, 52733, 58943, 52107, NA, 35060, 96183, 73635, 47260, 46478, 52357, 53873, 75330, 81333, 57318, 64493, 118392, 98403, 116679, 133624, 65924, 60161, 88195, 58115, 48417, 48432, 72850, 72022, 58673, 73635, 98213, 70176, 97604, 58673, 116083, 115901, 59846, 52524, 133919, NA, NA, 67660, 56114, 57995, 30409, 69338, NA, 109763, 75432, 55512, 47846, NA, NA, 121046, 74200, 45696, 106421, 59901, 61814, 62154, 125388, 63530, 43319, 51106, 116456, 51224, NA, 55286, 47585, 36668, 99790, 76460, 80292, 107376, 91744, 72899, 94408, 47327, 40647, 55383, 47260, 48823, 62012, 49058, 64990, 71225, 61516, 51438, 157774, 62508, 29685, 30499, 18619, 104749, 122902, 50161, 98974, 54880, 74576, 161637, 128506, 68343, 60839, 72671, NA, NA, 95473, 78343, 78514, 52733, 69897, 43630, 54109, NA, 43891, 37208, 52107, 54477, 56189, 52107, 83546, 44666, 53942, 71575, 49214, 44170, 68666, 72482, NA, 63997, NA, 40017, NA, 52107, 58823, NA, 73949, 52107, 56415, 50439, 90533, 89790, 63692, 76460, 69338, NA, NA, 39009, 38289, 42682, 43798, 44728, 40548, NA, 46673, 33993, 93742, 67660, NA, NA, NA, 101072, 55964, 108852, 88416, 70456, 98403, 72482, 33900, 30771, 29685, 53358, 81391, 61922, 78971, 47260, NA, 42458, 59124, NA, 67420, 75518, 82756, 77087, 79450, 48667, 49214, 46087, 49644, 76460, 47346, 36992, 83177, 65131, 41342, 39369, NA, NA, 41565, 40467, 36848, 99683, NA, NA, NA, 43504, 38829, NA, 59756, 94851, 61380, 46478, 63600, 55964, 33993, 79473, 53497, 44276, 61064, 47260, NA, 44737, 43426, 53108, 39172, 40641, NA, 62260, 44912, 36674, 48041, 63600, 49475, NA, 23649, 67660, 90945, NA, 62357, 61020, 62260, 76460, 58943, 87399, 74307, 42256, 43888, 62409, 26933, 31523, NA, 42099, 47260, 53179, 46087, 43178, NA, 50439, 18771, 44542, 44227, 30409, 52733, 87973, 58479, 95348, 43922, 66877, 44356, 27439, 40896, 39832, 49937, 31527, 93646, 71575, 66355, 38829, 94940, 59722, 39369, 42458, 33993, NA, 42235, 26689, 65984, 66449, 67899, 45919, 47729, 50231, 42123, 61245, 118747, 40461, 54109, NA, 49136, 50856, 51722, 52684, NA, NA, 56415, 47595, NA, 47260, 188836, 74576, 69817, NA, NA, 48363, 79688, 48667, 50952, 52524, 49064, 27439, 61177, 56415, 107376, 115897, 71903, 70680, 92410, 45618, NA, 46087, 41992, 65238, 49709, 113331, NA, 71575, NA, 39369, 53358, 54192, 35420, 20140, 48265, 95295, 91211, 76878, 64990, 103078, 49840, 53108, 42479, 40551, 57318, 71957, 66653, 52524, 63005, 54522, 42682, 53775, 69535, 45934, 47260, 98403, 46738, 106421, 121226, 69606, 69218, 87112, 84653, 39369, 48823, 48639, 41007, 50231, 47260, NA, 61020, NA, 70456, 92010, 76930, 68079, 56415, 58015, 54346, NA, NA, NA, 54948, 48641, NA, 109206, 60320, 44170, 51880, 51551, 52357, NA, NA, NA, NA, NA, 50161, 48628, 59762, 102706, 63997, 50439, 55964, 69338, 66653, 64706, NA, 62260, NA, 36134, 40728, 65332, 38906, 25194, 25525, 31314, 94408, 114446, 71015, 96855, 148663, 32029, 46087, 54531, 48628, NA, 56931, 53358, 30409, 31670, NA, 93439, 92885, 54571, 59819, 59011, 51607, 49270, 46790, 55964, 44102, 59124, 41789, 53358, NA, 74786, 39214, 84653, 100213, 58866, 61218, 69338, 57564, 72543, 54974, 57318, 62479, 47260, 51273, 61516, NA, 65332, 52607, 58221, 58866, 52107, 57995, 52107, 54996, 44933, NA, 61681, 57318, 72708, 59485, NA, 80964, 61948, 50465, 48823, 30409, 47650, 57318, 89130, 64493, 81659, 82882, 110878, 47260, 39927, NA, NA, 100343, 63997, 71015, 57318, NA, 59722, 50606, 42682, 56234, 48823, 64493, 53984, 52107, 65295, 52733, 87604, NA, 55693, 53497, 57477, 52733, 56716, 65557, 46869, 101792, 99481, 85206, 52941, NA, 65387, 41379, 51607, 85760, 122038, 59576, 76190, 70863, 26353, 69338, 67846, 760...
#> $ earn_count_wne_hi_2yr <dbl> NA, NA, 11, 19, NA, NA, 25, NA, 60, 83, 36, 37, 11, 46, 29, 27, 74, 22, 46, 104, NA, NA, NA, NA, 43, NA, 74, 88, 28, 92, 60, NA, 627, 74, 79, 21, NA, NA, 14, 69, NA, NA, NA, 28, NA, NA, 46, 40, 34, 36, 20, 111, 32, 13, 98, NA, 11, 292, 17, 55, 15, 20, 72, 95, 51, 30, 48, 12, NA, 15, NA, 46, 11, NA, NA, 22, 43, NA, 21, NA, 36, 24, 30, 40, 83, 24, NA, NA, NA, NA, 23, 57, 131, 66, 16, NA, 13, 11, 12, 31, 48, NA, 16, 38, 36, 30, NA, 14, NA, NA, NA, 18, 16, 45, 62, 55, 113, 192, 33, 30, 74, 35, NA, NA, NA, 61, NA, 25, 72, 43, NA, 55, 43, NA, NA, NA, 177, 12, 19, 19, 15, NA, 13, 62, 20, 11, NA, 25, 28, 46, 646, 12, 55, 27, 27, 89, 34, 157, 28, 70, 20, NA, 138, 109, 11, 81, 13, 22, 12, NA, 27, 13, 28, 15, 16, 14, NA, 34, 14, NA, 13, 36, 48, 17, NA, 27, NA, 27, 52, NA, 19, 498, 184, 13, NA, 62, 34, 248, 15, NA, 44, 25, 40, 24, 36, NA, 41, NA, 32, 35, 64, 21, 31, NA, 40, NA, 16, 53, NA, NA, 38, NA, NA, 161, 33, 65, NA, 503, 12, NA, NA, 32, NA, 23, 36, 44, 73, 41, 552, 101, 11, NA, 14, 174, 49, NA, 16, NA, 15, 15, 40, 75, 35, 44, 25, 16, 21, NA, 67, NA, 39, 38, 38, 13, 19, 32, 48, 99, 338, 148, 55, 36, 260, 16, 136, 138, 74, NA, 53, NA, 17, 14, 21, NA, 108, 37, 48, 172, 12, NA, 16, 28, 48, 11, 107, NA, 35, 34, 33, 30, 157, 16, 127, 26, NA, 36, 15, 49, 27, 54, 41, NA, 14, 268, 321, 234, 20, 12, NA, NA, NA, 26, 11, 74, 33, 38, 120, 31, 21, 19, NA, 90, 20, NA, 18, NA, NA, 72, NA, 11, NA, NA, 50, 132, NA, 25, 39, NA, NA, 26, 20, 75, 43, 13, 24, 33, 92, 21, 24, 64, 11, NA, 50, NA, NA, 14, NA, NA, 74, 73, NA, 17, 31, NA, 27, 533, 34, 19, 30, NA, 96, 109, 75, 11, NA, NA, 150, 42, 121, NA, NA, 19, NA, 42, 22, NA, 54, NA, 24, NA, 12, NA, 135, 28, NA, 28, 285, NA, NA, 34, 213, 79, 31, NA, 41, 63, 32, NA, 98, 15, 35, NA, 15, 32, NA, 25, NA, NA, 21, 64, 17, 22, 26, 19, 17, NA, NA, 18, NA, 49, NA, NA, 64, 41, 24, 24, 88, 52, 82, 12, 94, 62, 12, 48, NA, 36, 41, 24, 50, 136, 14, NA, NA, NA, 16, 91, 54, 15, NA, 41, 23, NA, NA, 25, 19, NA, 28, 35, 97, NA, 33, 25, 90, 39, 13, 29, 16, 64, 111, 93, 82, 29, 33, 166, 35, 76, NA, 21, 17, 30, 20, 92, NA, 87, 23, 57, 85, 22, 26, 56, 31, 84, 140, 45, 31, 45, 13, 31, 18, NA, NA, 37, NA, 28, 152, 21, 18, 15, 17, 15, 29, 75, 23, 77, 72, 35, 25, 26, 70, 79, 62, 20, 53, 142, 34, 37, 53, 12, NA, NA, 12, 11, 11, NA, NA, 14, 11, 65, NA, 37, 11, 16, 30, 41, 40, NA, 97, 350, 17, NA, NA, NA, 23, 40, 22, 30, 15, 58, 15, 24, 64, 90, 13, 27, 19, NA, 11, 16, NA, 11, 154, NA, NA, NA, NA, NA, NA, NA, 24, 24, 51, 21, NA, 22, 139, 45, 145, 71, 25, 15, NA, 43, 46, NA, 13, 24, 349, 255, 21, 15, 43, 136, 23, 70, 36, 13, NA, 21, 20, 17, NA, 35, 91, 16, 11, 12, 15, NA, 12, NA, NA, 16, 193, NA, NA, 53, 28, 182, 23, 53, 16, 84, 23, 167, 48, 14, 16, NA, 29, 41, 19, 108, 38, 20, 96, NA, NA, NA, NA, 36, NA, 26, 14, 25, 159, 38, 49, 79, NA, 28, 235, 40, 36, 35, NA, 58, 63, 160, 12, 63, 19, 21, 196, 239, 654, 75, 44, NA, 14, NA, 25, 38, 39, 46, 34, NA, 29, 28, NA, 109, 30, 20, 70, 79, 58, 20, 17, 16, 22, 20, 65, NA, 25, 82, 248, 300, 43, 32, 17, 463, 37, NA, NA, NA, 42, 16, 32, 19, 31, NA, NA, NA, 17, NA, 31, NA, NA, NA, NA, NA, NA, 28, 21, 13, 14, 16, NA, 25, NA, 50, 56, 16, 34, 13, 77, NA, 22, 25, NA, 42, NA, 11, 40, 73, NA, NA, NA, 13, NA, 41, 26, 64, 24, 36, 26, 25, 272, 122, NA, NA, 21, 26, NA, 16, 17, 117, 111, 80, 90, NA, NA, NA, NA, 26, 15, 29, 31, NA, 77, 57, 12, 21, NA, 24, NA, 37, 39, 31, NA, NA, NA, NA, NA, 35, 23, 19, 49, 824, NA, 248, 23, 283, 86, 22, NA, NA, 49, 32, NA, NA, 12, 71, 236, 20, 15, NA, 148, NA, NA, NA, 74, 14, NA, 222, 51, 35, 11, NA, 14, 28, 19, 42, 48, NA, 19, 74, NA, 98, 15, NA, NA, 36, NA, 13, 17, 19, 64, NA, 58, 215, 42, 376, 15, 59, NA, NA, 19, 24, NA, NA, NA, 45, NA, 29, 152, 258, 21, 47, NA, 24, 68, 15, 21, NA, 17, NA, NA, 11, NA, 76, NA, 12, NA, 21, 47, 19, 13, 37, 17, 14, 57, 42, 64, NA, 12, NA, NA, 38, 12, NA, NA, NA, 26, 13, 117, 116, NA, 16, 15, 40, 54, 21, NA, 29, 15, 12, NA, 12, 28, 42, 45, NA, 42, 27, 24, 61, 49, 27, 38, NA, 13, 12, 82, NA, 36, 16, 14, NA, 17, 18, 13, 11, 23, 108, 144, 52, 21, NA, 11, 184, 90, 44, NA, 19, 12, 25, 47, 274, 13, 81, 23, 19, 68, 35, 11, NA, 108, 33, 15, NA, 52, 105, 15, 15, 22, 58, 26, 22, 15, NA, 134, 34, 30, 43, NA, NA, 45, 46, 40, 19, 18, 58, NA, 26, 205, 73, 40, 41, 87, NA, 33, 319, 70, 54, 35, 31, 55, 40, 22, 38, 15, 22, 14, NA, 72, 19, NA, 47, 143, 53, 2263, 24, 26, 63, 142, 47, 102, 92, 72, 27, 200, 93, 28, 638, 102, 26, 26, NA, 13, 39, 14, 75, 15, 95, 77, 12, NA, 94, 12, 12, 82, 58, 23, 33, NA, 77, 34, 29, 62, NA, 22, NA, 35, NA, 16, NA, 27, 140, 13, 12, 25, NA, 169, 157, 266, 50, 31, 12, NA, NA, 14, 14, 29, 40, 62, 43, NA, 25, 13, 55, 69, NA, NA, NA, 23, NA, 37, 58, 35, 15, 26, 13, 24, 39, 36, 165, 23, NA, 22, NA, 64, 43, 11, 22, 34, 25, 29, 16, 28, 14, 50, 16, 39, 180, NA, 23, 23, NA, 19, NA, NA, 38, 27, NA, NA, NA, NA, NA, 86, 51, NA, 55, 161, 44, NA, 73, 56, 17, 65, 108, 39, 31, NA, NA, 40, 48, 13, 82, 45, 12, 12, 393, 12, 48, 25, 128, NA, 18, 19, 182, 32, 57, 41, 32, NA, 19, 15, 23, 86, 140, 41, 14, 145, 14, 80, NA, 42, 71, 30, NA, NA, 11, 64, 70, 28, 16, 24, 17, 110, 85, 15, NA, 25, 47, 57, 55, 17, 72, 278, 33, 15, 24, 28, 22, 47, NA, NA, 23, 24, 80, NA, NA, 44, 61, NA, NA, 26, 72, NA, 28, NA, NA, NA, 39, 36, NA, NA, NA, 91, NA, 48, 62, 22, 17, 11, NA, 216, 24, 22, 69, 33, 269, NA, 24, 21, 52, 174, 86, NA, 18, 35, NA, NA, 16, 14, 14, 18, NA, 55, NA, 19, 12, 25, NA, NA, 40, 33, 105, 32, 13, NA, NA, 77, 40, 43, NA, NA, 38, NA, 42, 54, 12, 16, NA, 90, 12, 38, 30, 22, 62, 112, 164, 75, NA, 17, NA, 183, 12, 51, 13, NA, 26, NA, 37, 132, 41, 16, NA, 110, 67, 23, NA, NA, 53, 26, 16, 40, 16, 26, 43, 36, 44, NA, NA, 12, NA, NA, 97, NA, 25, 14, 52, 27, NA, NA, 67, 67, NA, 52, NA, 23, 113, 14, 63, NA, 36, 30, 30, 53, 33, 68, 226, NA, 51, NA, 18, NA, NA, NA, NA, 12, NA, 15, 35, 37, 25, 21, 29, 70, 37, 21, 32, 11, 58, NA, NA, 53, 15, 36, 71, 37, 12, 14, 67, 31, 17, 20, 92, 14, 33, 16, NA, NA, 22, 15, 31, NA, 48, 16, 46, 22, NA, 48, NA, 148, 57, NA, 29, 345, 16, 48, 20, 26, 12, 73, 25, NA, NA, 29, 19, 15, NA, 15, 23, 21, 37, 14, NA, NA, 33, 22, 28, 13, NA, 53, NA, 114, 49, 50, NA, 113, 32, 64, 30, 39, 19, 22, 99, 57, 63, 77, NA, 52, 87, 45, 61, NA, 70, 82, 94, NA, 53, 192, 128, 41, 21, 46, 164, 118, NA, 14, 155, 36, 175, 370, 39, 30, 53, 11, NA, 13, 103, NA, 146, 50, 19, 209, 18, 36, 29, 25, 59, NA, 21, 18, 34, NA, 31, 116, 22, 137, 34, 227, 14, 22, 16, 462, 389, 41, NA, 52, NA, 73, 37, 154, NA, NA, 39, 47, NA, 49, NA, 17, 17, 33, 11, NA, 46, 12, 86, 42, NA, 39, 25, 54, 141, 317, 166, 61, 272, 99, NA, NA, 136, NA, NA, 54, NA, NA, 35, 14, 36, NA, NA, NA, NA, 27, NA, 23, 30, 86, NA, 14, 21, 22, NA, 22, 55, NA, 24, NA, NA, 17, 14, NA, NA, NA, 251, 166, NA, 27, NA, 11, 15, 20, NA, 21, 27, 36, NA, 21, 52, NA, 36, 11, NA, 22, 26, 21, 60, NA, 16, NA, 16, 57, 63, 160, 216, 128, NA, 25, 14, NA, 70, 247, 23, 40, NA, 131, 21, 13, NA, 49, 19, 16, NA, 29, 79, 11, 19, 40, 25, 52, 11, 17, 34, 36, 11, 13, 38, NA, 31, NA, 64, 90, NA, NA, 42, NA, 44, 85, 12, 67, 681, 54, 31, 54, 54, 37, 28, NA, 15, 14, NA, 42, 34, 45, NA, 49, 16, NA, 106, 50, 30, 31, NA, 13, NA, NA, 27, 56, 18, 24, NA, 53, 52, 296, NA, 13, 13, 17, 27, NA, 42, 12, 33, 43, 19, 44, NA, 16, 30, NA, 91, 31, 41, NA, NA, 14, 17, 27, 21, 66, 24, 124, 56, 45, 21, 74, 47, 165, 171, NA, 26, 49, 28, 26, 21, 32, 16, NA, 106, NA, 34, 29, 14, 26, NA, 44, 23, 35, 107, 31, 213, 85, 85, 717, 135, 16, NA, NA, NA, NA, NA, 45, NA, NA, NA, NA, NA, 15, 31, NA, 39, 68, NA, 33, 217, NA, 21, NA, NA, NA, 13, 44, 18, 28, NA, NA, NA, NA, 39, NA, 16, NA, 81, 185, 25, 14, NA, 11, 55, 27, 35, 22, 15, 16, NA, 19, 17, NA, 17, NA, 21, NA, 17, 63, NA, 94, 19, 42, 54, 17, NA, 25, 226, 58, 31, 228, 153, 13, NA, 43, 38, 49, NA, NA, 11, 29, 206, 64, 24, 36, 25, 51, 275, 54, 211, 178, 31, 88, 16, 124, 590, 161, 117, 36, NA, 23, 21, 99, 76, NA, 26, NA, 128, 29, NA, 79, 26, 27, 43, 24, 188, 54, 14, NA, 57, 717, 31, 16, 66, NA, 11, 11, NA, 28, 89, 66, 55, 45, 81, 122, 12, 36, NA, 29, 15, NA, NA, 13, 82, 98, 23, 45, 12, 21, 37, 15, NA, 27, 98, 18, 21, 30, 47, NA, NA, 201, 48, 65, 403, 223, 62, 20, NA, NA, 34, NA, 11, NA, NA, NA, 67, 19, 47, 20, 23, 54, 25, 11, NA, 12, 36, 12, 29, NA, NA, 23, NA, 23, 30, 11, NA, NA, 17, 27, 235, 65, 21, NA, 14, 25, 18, 70, NA, NA, 31, NA, 59, 20, NA, NA, 21, 30, 24, 27, 31, 34, NA, 13, 17, 221, 12, NA, 61, 31, 17, 14, 17, NA, NA, 46, 15, NA, 21, NA, 15, NA, 36, NA, 66, NA, 20, 25, 63, 18, 42, 45, NA, 23, 37, 13, 11, NA, 137, 159, NA, 32, 99, 360, 125, 136, 170, 15, 34, 17, 25, 51, 39, 23, 60, 25, 40, 15, 28, 46, 75, 11, NA, NA, 15, 21, 293, NA, 11, 37, NA, NA, 16, 39, 25, 78, 47, NA, NA, NA, 31, 36, NA, 29, NA, 28, 105, 61, 62, 39, 302, NA, 16, 60, NA, NA, 18, 14, 17, 37, 45, 87, 39, 11, NA, 25, 60, NA, 18, 72, 53, 154, NA, 44, 18, 65, NA, 13, NA, 18, 71, 69, 19, 16, 19, 20, 21, 45, 74, 21, 96, 56, 318, 132, 32, 18, 22, 18, 16, 59, NA, 33, 13, 11, 28, 12, 24, 24, 22, 63, 50, 114, NA, NA, NA, 60, 22, 49, 224, 13, 24, 14, 16, 77, 130, 130, NA, 17, 36, 14, 143, 23, NA, 53, 59, NA, NA, 80, 27, 50, 36, 166, 27, NA, 275, NA, 11, 165, NA, NA, 51, NA, 62, NA, NA, 37, NA, 30, 25, NA, NA, 46, 28, 39, 16, 34, 45, 77, 21, 23, 12, 15, 26, 121, 45, 88, 132, 21, 18, 20, 11, 19, 36, 83, 11, 13, 50, 74, 20, 27, NA, 30, 13, NA, 12, 20, 14, 41, NA, NA, 27, 21, 18, 128, NA, NA, NA, NA, 28, 70, 81, 23, 38, 19, NA, 19, 22, 27, 56, NA, 20, 11, 11, 13, 17, 183, NA, NA, NA, 100, 20, NA, 29, 65, 117, 19, 37, 25, NA, 16, 42, 43, 13, 47, 11, 11, NA, NA, NA, 15, 16, 14, 21, 13, NA, 13, 20, 37, 23, NA, 21, 11, 42, 25, NA, NA, 26, 23, 414, NA, 78, 20, 18, 28, NA, 57, 27, 18, NA, 38, NA, 90, NA, 37, 27, 23, 106, 260, 109, 27, 751, 54, 24, NA, 23, 19, NA, 16, 213, 379, 101, 57, 75, 107, 96, 11, 51, 13, NA, 19, 76, NA, 48, 36, 37, NA, 59, 102, 34, 15, 60, NA, NA, 16, 11, 112, 78, 104, 20, 20, 36, 12, 23, 13, 84, NA, 127, NA, 35, 23, 26, 11, NA, 25, 58, 31, 212, 316, 91, NA, NA, NA, NA, 37, 31, 60, 28, NA, 36, 17, NA, 15, 60, 20, 34, NA, 18, 24, NA, 32, 46, NA, 29, 14, 25, 30, 95, 42, 30, 35, 54, 29, 17, 33,...
#> $ earn_mdn_hi_2yr <dbl> NA, NA, 50231, 43240, NA, NA, 35594, NA, 34793, 37819, 55036, 43798, 38289, 54154, 44170, 36852, 42682, 45305, 47260, 88820, NA, NA, NA, NA, 44869, NA, 89564, 99737, 53984, 56979, 67324, NA, 95215, 70176, 60920, 84653, NA, NA, 43240, 91017, NA, NA, NA, 50717, NA, NA, 47729, 53108, 45752, 47455, 34420, 47427, 91744, 30771, 41136, NA, 32563, 38981, 37208, 56641, 36668, 90412, 44921, 80004, 62707, 84653, 46673, 63997, NA, 46478, NA, 46087, 39729, NA, NA, 36992, 56641, NA, 70456, NA, 41844, 44021, 34603, 48041, 45249, 70456, NA, NA, NA, NA, 55151, 93520, 114892, 60854, 64791, NA, 32925, 50856, 41992, 59576, 57017, NA, 45696, 39369, 43519, 45500, NA, 39009, NA, NA, NA, 63997, 63997, 61681, 47260, 48510, 53942, 46261, 46380, 37088, 42249, 56157, NA, NA, NA, 45500, NA, 70680, 66461, 54851, NA, 43638, 39585, NA, NA, NA, 99380, 52107, 59124, 71015, 48041, NA, 36668, 43240, 36134, 57318, NA, 56641, 102706, 70232, 96954, 64990, 44885, 55512, 39099, 43387, 36995, 37131, 50606, 55102, 38289, NA, 91389, 58549, 53775, 46321, 61516, 52107, 78343, NA, 51750, 106421, 74017, 50439, 58221, 76460, NA, 52941, 63749, NA, 81333, 47260, 55151, 46478, NA, 69338, NA, 46869, 39950, NA, 106421, 48057, 51907, 57189, NA, 45655, 45149, 44805, 55286, NA, 90412, 82440, 67420, 77401, 71015, NA, 94817, NA, 81702, 50856, 39549, 54192, 41193, NA, 49136, NA, 42682, 46087, NA, NA, 47260, NA, NA, 48725, 47260, 51035, NA, 46118, 54713, NA, NA, 43426, NA, 26739, 17508, 57995, 57318, 50439, 98650, 57911, 76460, NA, 74576, 94075, 62260, NA, 38414, NA, 46673, 50439, 75518, 40821, 47260, 47494, 38829, 39585, 83388, NA, 35701, NA, 51273, 54109, 47260, 21508, 25194, 63997, 39214, 49392, 74953, 92743, 58165, 52385, 50677, 43426, 43974, 41457, 48326, NA, 41286, NA, 38289, 59124, 46478, NA, 60298, 101406, 92632, 65042, 43426, NA, 44384, 48041, 42203, 42682, 47877, NA, 38289, 54739, 44649, 42363, 44960, 58221, 69524, 42402, NA, 44595, 39927, 56776, 40089, 106421, 62463, NA, 48138, 45165, 49752, 44755, 44384, 37856, NA, NA, NA, 32569, 61516, 50022, 45383, 52107, 135614, 57318, 38649, 49136, NA, 40222, 38289, NA, 35060, NA, NA, 38870, NA, 46087, NA, NA, 41565, 41021, NA, 41725, 47260, NA, NA, 57318, 48432, 67548, 92358, 48432, 58221, 41193, 40037, 42682, 50105, 106978, 32925, NA, 67101, NA, NA, 30409, NA, NA, 39009, 74105, NA, 37568, 42458, NA, 58402, 60234, 49787, 30771, 32569, NA, 41937, 54082, 43368, 42682, NA, NA, 106724, 54585, 59425, NA, NA, 51273, NA, 53775, 41565, NA, 38289, NA, 33993, NA, 90856, NA, 35327, 36221, NA, 38289, 61060, NA, NA, 39009, 47455, 63005, 41193, NA, 111769, 57318, 73075, NA, 75011, 62012, 56641, NA, 48432, 36852, NA, 76460, NA, NA, 63749, 52941, 53810, 78971, 74200, 101964, 94408, NA, NA, 45808, NA, 70886, NA, NA, 67995, 53608, 54359, 52941, 58943, 71015, 59688, 54661, 57796, 73949, 33993, 86356, NA, 65066, 64358, 46321, 52524, 58503, 33993, NA, NA, NA, 47260, 72214, 47260, 64493, NA, 66461, 72650, NA, NA, 41565, 85357, NA, 41007, 51106, 54073, NA, 68499, 50856, 74576, 49579, 47394, 59124, 31839, 59350, 60096, 69757, 117274, 45919, 69338, 69490, 58522, 50231, NA, 32925, 30771, 66541, 52107, 56641, NA, 49064, 48432, 102409, 90049, 62012, 54661, 49854, 66541, 58912, 76325, 70176, 94408, 71015, 86129, 48041, 39927, NA, NA, 33993, NA, 46478, 55534, 61516, 38829, 31133, 33993, 24035, 68499, 47025, 50439, 114595, 80779, 66541, 71015, 46790, 64791, 90856, 60878, 78785, 68918, 64087, 70456, 56867, 79838, 63005, NA, NA, 44971, 59045, 63005, NA, NA, 44384, 71575, 60878, NA, 41565, 46087, 65053, 63005, 50439, 76930, NA, 57920, 59443, 53775, NA, NA, NA, 72403, 66821, 52464, 48432, 61516, 67660, 46087, 59722, 74367, 66461, 38289, 82440, 58673, NA, 46087, 63005, NA, 61516, 60585, NA, NA, NA, NA, NA, NA, NA, 57318, 58221, 103746, 106421, NA, 41937, 76863, 63005, 53034, 70536, 42682, 63005, NA, 52607, 33993, NA, 38289, 73769, 66078, 58035, 33459, 21508, 36848, 68608, 54869, 55383, 88907, 60094, NA, 86867, 41565, 69338, NA, 52733, 52584, 80022, 56415, 38337, 35416, NA, 54435, NA, NA, 58221, 56114, NA, NA, 66401, 90412, 73739, 47260, 49136, 72482, 78971, 85760, 53202, 72343, 55964, 29639, NA, 50022, 125015, 135393, 116258, 63005, 61516, 58092, NA, NA, NA, NA, 74307, NA, 190536, 57318, 115339, 90983, 60623, 55286, 59756, NA, 134761, 57318, 68666, 96775, 90533, NA, 49136, 61401, 59742, 15552, 42682, 30771, 26715, 77054, 99040, 143744, 58568, 40461, NA, 60320, NA, 162463, 55331, 75706, 73195, 94408, NA, 35060, 42759, NA, 59901, 28960, 79699, 101406, 57860, 54894, 61516, 53358, 58221, 46673, 26353, 36959, NA, 39729, 80459, 84854, 86222, 86550, 82440, 47260, 51857, 62012, NA, NA, NA, 55964, 19455, 46254, 59986, 61020, NA, NA, NA, 42682, NA, 73949, NA, NA, NA, NA, NA, NA, 64493, 42682, 125611, 63005, 65332, NA, 53775, NA, 88861, 71734, 63005, 84653, 47260, 79284, NA, 46478, 137605, NA, 41565, NA, 36134, 52941, 53045, NA, NA, NA, 42682, NA, 46673, 61516, 53358, 50606, 63501, 67324, 53179, 69657, 69338, NA, NA, 47260, 53168, NA, 52941, 55693, 58360, 58025, 52107, 51690, NA, NA, NA, NA, 77487, 25824, 31670, 49883, NA, 93646, 56579, 68219, 34526, NA, 64493, NA, 64493, 52385, 56579, NA, NA, NA, NA, NA, 67660, 53775, 71575, 84653, 60312, NA, 83505, 66821, 61547, 57072, 48935, NA, NA, 50231, 35060, NA, NA, 42682, 51106, 49730, 42712, 61516, NA, 75989, NA, NA, NA, 49370, 60161, NA, 65238, 59824, 65657, 73949, NA, 60094, 48432, 76460, 43128, 78074, NA, 48432, 40945, NA, 54610, 49136, NA, NA, 68858, NA, 76460, 48823, 44649, 54622, NA, 47260, 45305, 57318, 92733, 122038, 61681, NA, NA, 118210, 69338, NA, NA, NA, 56302, NA, 70009, 73562, 79037, 49214, 67995, NA, 64196, 47260, 46478, 65486, NA, 16663, NA, NA, 76460, NA, 49990, NA, 50856, NA, 70456, 52733, 51273, 104192, 68499, 67899, 76460, 68079, 53775, 49392, NA, 45715, NA, NA, 84653, 45696, NA, NA, NA, 38906, 94408, 91744, 89672, NA, 89530, 50856, 53984, 59726, 53775, NA, 50231, 76460, 29593, NA, 12961, 68219, 72605, 70680, NA, 68858, 49621, 41565, 112270, 80124, 70296, 70009, NA, 57318, 140922, 56415, NA, 51392, 61020, 57318, NA, 41342, 97959, 79450, 39927, 57318, 54109, 48510, 79284, 67660, NA, 50856, 122038, 96866, 91744, NA, 62012, 66077, 86550, 57072, 46013, 49058, 72320, 73635, 56415, 71015, 87973, 68778, NA, 59280, 104192, 116083, NA, 48667, 128588, 47260, 52107, 69338, 52562, 57705, 26353, 94408, NA, 108331, 68219, 59576, 51750, NA, NA, 115339, 83768, 42682, 116679, 59948, 63501, NA, 122038, 64885, 41789, 46673, 116083, 51213, NA, 67660, 49136, 37856, 95860, 78343, 84100, 99291, 87309, 81702, 93439, 38289, 44170, 42682, NA, 45383, 38289, NA, 62409, 74038, 61218, 52078, 135393, 60094, 32925, 36166, 19683, 88096, 112319, 50022, 100849, 48139, 73823, 163225, 131090, 68548, 69338, 74576, NA, 82440, 94408, 94408, 73852, 53358, 63997, 44126, 52107, NA, 44861, 47260, 48823, 52843, 54192, 47260, 77401, NA, 50439, 67660, 45852, 39369, NA, 79284, NA, 63749, NA, 38289, NA, 47260, 57318, 42682, 74576, 49019, NA, 50856, 88879, 89184, 63898, 83546, 41565, NA, NA, 41025, 21964, 42682, 45048, 42166, 37363, NA, 44170, 47260, 92358, 71015, NA, NA, NA, 94408, NA, 116679, 89641, 68499, 93342, 75706, 31848, 32925, 22094, 51273, 80503, 61681, NA, 40461, NA, 40945, 66541, 91744, 71351, 73949, 77966, 64990, 80336, 46869, 52107, 38289, 48432, 83546, 44147, NA, 76460, 62260, NA, 21964, NA, NA, 41087, 38289, NA, NA, NA, NA, NA, 44133, 36992, NA, 53984, 80301, 58752, NA, 68379, 54192, 42682, 73949, 49358, 47650, 64493, NA, NA, 49722, 43426, 41025, 41193, 41007, 47260, 48432, 44882, 39927, 40548, 56544, 49437, NA, 20140, 66171, 86129, 54661, 62632, 60399, 66104, NA, 53984, 83546, 66104, 42212, 46422, 58131, 28598, 31133, 18154, 39249, NA, 50231, 46738, 42433, NA, NA, 48849, 43000, 42979, 33993, 48198, 93076, 59688, 87873, 44489, 55964, NA, 19455, 46478, 39585, 52107, 29685, 86621, 66897, 63997, 40281, 96539, 54254, 40365, 40488, NA, NA, 42682, 41007, 57318, NA, NA, 45584, 47129, NA, NA, 66045, 115020, NA, 60161, NA, NA, NA, 53537, 55286, NA, NA, NA, 48883, NA, 46478, 198307, 87604, 70456, 76460, NA, 49652, 77715, 45383, 49832, 57995, 49929, NA, 64990, 60072, 105392, 106249, 69775, NA, 89859, 43128, NA, NA, 45500, 66653, 54435, 104749, NA, 68363, NA, 48823, 49019, 53358, NA, NA, 52107, 91744, 90348, 70776, 76460, NA, NA, 47930, 42682, 45584, NA, NA, 62012, NA, 57318, 50856, 39741, 61064, NA, 48784, 41565, 98506, 48432, 125015, 112815, 69987, 70044, 76460, NA, 41565, NA, 46762, 42682, 47553, 44189, NA, 58221, NA, 71202, 92829, 73949, 66653, NA, 58582, 54676, 48432, NA, NA, 51899, 44021, 46478, 98974, 52941, 45696, 54032, 48600, 56415, NA, NA, 48849, NA, NA, 50263, NA, 53358, 106421, 64706, 46087, NA, NA, 58522, 62012, NA, 54635, NA, 46478, 43798, 59169, 27947, NA, 22482, 24421, 95473, 111017, 66941, 98213, 147858, NA, 47260, NA, 47930, NA, NA, NA, NA, 30771, NA, 93342, 86424, 50105, 68778, 55693, 52607, 44077, 46321, 56867, 43128, 64493, 39639, NA, NA, 68666, 40737, 79473, 92543, 54697, 52941, 63997, 48823, 63005, 46087, 54852, 64493, 38289, 52941, 55964, NA, NA, 58943, 57995, 53775, NA, 67660, 31741, 58673, 50606, NA, 60399, NA, 74953, 60771, NA, 69338, 63692, 46087, 38906, 32569, 47260, 57318, 99458, 69338, NA, NA, 97907, 50231, 50439, NA, 52107, 100690, 54035, 73769, 56776, NA, NA, 52107, 44737, 57318, 41193, NA, 57017, NA, 64608, 61814, 88448, NA, 56901, 52607, 57125, 50606, 53001, 50439, 41342, 101072, 96405, 83325, 57318, NA, 67101, 43798, 50677, 78612, NA, 61218, 79284, 70009, NA, 64087, 65995, 67995, 50022, 23351, 65486, 79631, 104061, NA, 52107, 64679, 49019, 101254, 114046, 69948, 45383, 74845, 106421, NA, 63005, 57705, NA, 73272, 97367, 52107, 118650, 49840, 63997, 58673, 48432, 31851, NA, 63005, 90856, 52107, NA, 64493, 50856, 78971, 77329, 70596, 75921, 52107, 71351, 57318, 100876, 127040, 96183, NA, 88638, NA, 98847, 50856, 52107, NA, NA, 59011, 70456, NA, 76460, NA, 87604, 48198, 56931, 52107, NA, 61303, 67660, 56415, 51899, NA, 23262, 39523, 42276, 60298, 43950, 98974, 65804, 11149...
#> $ tuit_grad_res <dbl> 8130, 8130, 8130, 8130, 8130, 8130, 8130, 8130, 8130, 8130, 8130, 8130, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 11700, 11700, 9834, 9834, 9834, 9834, 6174, 6174, 6174, 6174, 6174, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 6732, 6732, 6732, 6732, 6732, 6732, 6732, 6732, 6732, 6732, 6732, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9540, 9540, 9540, 9540, 8904, 8904, 8904, 8904, 8904, 8904, 8904, 8904, 8904, 8904, 8904, 8904, 8904, 8904, 6390, 6390, 6390, 6390, 6390, 6390, 9936, 9936, 9936, 9936, 5598, 5598, 5598, 5598, 5598, 5598, 18530, 18530, 18530, 18530, 18530, 18530, 18530, 18530, 18530, 18530, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7146, 7146, 7146, 7146, 7146, 7146, 7146, 7146, 7146, 7146, 7146, 7146, 7146, 7146, 18560, 9768, 9768, 9768, 9768, 9768, 9768, 8436, 8436, 9324, 9324, 9324, 9324, 11700, 11700, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 19680, 7680, 7680, 7680, 7680, 7680, 7680, 7680, 7680, 7680, 7379, 7379, 7379, 7379, 7379, 7379, 7379, 7379, 7379, 7379, 7379, 7379, 7379, 7379, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4932, 4932, 4932, 4932, 4932, 4932, 4932, 4932, 4932, 4770, 4770, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 15678, 15678, 15678, 15678, 15678, 15678, 15678, 15678, 15678, 4716, 4716, 4716, 4716, 4716, 13152, 13152, 5022, 5022, 5022, 5022, 5022, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 19764, 19764, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 17500, 17500, 17500, 17500, 17500, 17500, 17500, 17500, 17500, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 26896, 26896, 26896, 26896, 26896, 26896, 26896, 26896, 8150, 8150, 8150, 8150, 8150, 8150, 8150, 33246, 33246, 33246, 33246, 33246, 33246, 33246, 33246, 33246, 16722, 16722, 16722, 16722, 16722, 16722, 15936, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 17550, 17550, 17550, 17550, 17550, 17550, 17550, 17550, 17550, 17532, 17532, 17532, 17532, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 23580, 23580, 23580, 13320, 13320, 13320, 13320, 13320, 13320, 13320, 13320, 12888, 12888, 12888, 11280, 11280, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 32504, 32504, 32504, 32504, 32504, 32504, 32504, 10452, 10452, 10452, 10452, 10452, 10452, 10452, 10452, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 15696, 15696, 15696, 15696, 15696, 16713, 16713, 16713, 16713, 44068, 44068, 44068, 44068, 44068, 44068, 44068, 31300, 31300, 31300, 31300, 31300, 31300, 31300, 31300, 31300, 10980, 10980, 10980, 10980, 10980, 20100, 20100, 20100, 20100, 20100, 20100, 20100, 20100, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 27594, 27594, 27594, 27594, 27594, 27594, 27594, 12400, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 6738, 6738, 6738, 6738, 6738, 6738, 10062, 10062, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 34680, 34680, 4410, 4410, 4410, 4410, 4410, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 9983, 9983, 9983, 9983, 9983, 9983, 9983, 9983, 9983, 9983, 9983, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 12567, 12567, 12567, 12567, 15690, 15690, 15690, 15690, 15690, 15690, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 7568, 7568, 7568, 21890, 21890, 21890, 9774, 9774, 9774, 9774, 9774, 9774, 9774, 9774, 9774, 9774, 9774, 9774, 9774, 9774, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 5026, 5026, 5026, 18000, 18000, 18000, 20720, 20720, 20720, 20720, 20720, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 13726, 13726, 13726, 13726, 13726, 13726, 13726, 13726, 13726, 13726, 13726, 13726, 13726, 13726, 6497, 6497, 16632, 16632, 16632, 16632, 16632, 16632, 16632, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 15660, 15660, 15660, 15660, 15660, 15660, 15660, 15660, 15660, 15660, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 12822, 12822, 12822, 12822, 12822, 12822, 12822, 12822, 12822, 12822, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 5160, 5160, 30960, 30960, 30960, 30960, 30960, 30960, 30960, 30960, 30960, 30960, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 42850, 42850, 42850, 42850, 42850, 42850, 8298, 8298, 8298, 17100, 17100, 17100, 17100, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 46272, 4627...
#> $ fee_grad_res <dbl> 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1390, 1390, 508, 508, 508, 508, 2284, 2284, 2284, 2284, 2284, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 640, 640, 640, 640, 640, 640, 640, 640, 640, 640, 640, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 840, 840, 840, 840, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 190, 190, 190, 190, 190, 190, 640, 640, 640, 640, 1226, 1226, 1226, 1226, 1226, 1226, 610, 610, 610, 610, 610, 610, 610, 610, 610, 610, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 1455, 1424, 1424, 1424, 1424, 1424, 1424, 1385, 1385, 1365, 1365, 1365, 1365, 410, 410, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 451, 451, 451, 451, 451, 451, 451, 451, 451, 451, 451, 451, 451, 451, 451, 451, 451, 590, 1604, 1604, 1604, 1604, 1604, 1604, 1604, 1604, 1604, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1026, 1026, 1026, 1026, 1026, 1026, 1026, 1026, 1026, 1530, 1530, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 500, 500, 500, 500, 500, 500, 500, 500, 500, 1192, 1192, 1192, 1192, 1192, 0, 0, 918, 918, 918, 918, 918, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 320, 320, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 150, 150, 150, 150, 150, 150, 150, 150, 150, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 1385, 1385, 1385, 1385, 1385, 1385, 1256, 1256, 1256, 1256, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1595, 1595, 1595, 1595, 1595, 1595, 1595, 1595, 1595, 1568, 1568, 1568, 1568, 1568, 1568, 951, 951, 951, 951, 951, 951, 951, 951, 951, 951, 951, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 2289, 2289, 2289, 2289, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 2118, 2118, 2118, 2118, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 2029, 2166, 2166, 370, 370, 370, 370, 370, 370, 370, 370, 0, 0, 0, 0, 0, 0, 0, 600, 600, 600, 600, 600, 600, 600, 600, 600, 300, 300, 300, 300, 300, 300, 0, 40, 40, 40, 40, 40, 40, 40, 40, 40, 85, 85, 85, 85, 85, 85, 85, 85, 85, 500, 500, 500, 500, 1737, 1737, 1737, 1737, 1737, 1737, 1737, 1737, 348, 348, 348, 180, 180, 180, 180, 180, 180, 180, 180, 930, 930, 930, 0, 0, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 1148, 1148, 1148, 1148, 1148, 1148, 1148, 135, 135, 135, 135, 135, 135, 135, 135, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 80, 80, 80, 80, 80, 619, 619, 619, 619, 380, 380, 380, 380, 380, 380, 380, 120, 120, 120, 120, 120, 120, 120, 120, 120, 0, 0, 0, 0, 0, 172, 172, 172, 172, 172, 172, 172, 172, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1916, 1916, 1916, 1916, 1916, 1916, 0, 0, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 400, 400, 2488, 2488, 2488, 2488, 2488, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 840, 840, 840, 840, 2152, 2152, 2152, 2152, 2152, 2152, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 1073, 1073, 1073, 670, 670, 670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1350, 1350, 1350, 2000, 2000, 2000, 184, 184, 184, 184, 184, 2510, 2510, 2510, 2510, 2510, 2510, 2510, 2510, 2510, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 5284, 5284, 80, 80, 80, 80, 80, 80, 80, 510, 510, 510, 510, 510, 510, 510, 510, 510, 510, 510, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 828, 828, 828, 828, 828, 828, 828, 828, 828, 828, 4722, 4722, 4722, 4722, 4722, 4722, 4722, 4722, 4722, 4722, 4722, 4722, 4722, 4722, 4801, 4801, 4801, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 350, 350, 792, 792, 792, 792, 792, 792, 792, 792, 792, 792, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 600, 600, 600, 600, 600, 600, 860, 860, 860, 526, 526, 526, 526, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 1489, 1489, 1489, 1489, 1489, 1489, 1489, 1489, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 100, 100, 100, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1294, 1294, 1294, 1294, 1294, 1294, 1294, 1294, 1857, 1857, 1857, 1857, 1857, 1857, 1857, 1857, 1857, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 250, 250, 250, 250, 250, 250, 250, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 200, 200, 200, 200, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 400, 400, 400, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, ...
#> $ tuit_grad_nres <dbl> 16260, 16260, 16260, 16260, 16260, 16260, 16260, 16260, 16260, 16260, 16260, 16260, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 11700, 11700, 21830, 21830, 21830, 21830, 12348, 12348, 12348, 12348, 12348, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 15138, 15138, 15138, 15138, 15138, 15138, 15138, 15138, 15138, 15138, 15138, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 9540, 9540, 9540, 9540, 17808, 17808, 17808, 17808, 17808, 17808, 17808, 17808, 17808, 17808, 17808, 17808, 17808, 17808, 12780, 12780, 12780, 12780, 12780, 12780, 20592, 20592, 20592, 20592, 11196, 11196, 11196, 11196, 11196, 11196, 18530, 18530, 18530, 18530, 18530, 18530, 18530, 18530, 18530, 18530, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14292, 14292, 14292, 14292, 14292, 14292, 14292, 14292, 14292, 14292, 14292, 14292, 14292, 14292, 18560, 19954, 19954, 19954, 19954, 19954, 19954, 17233, 17233, 19047, 19047, 19047, 19047, 11700, 11700, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 19680, 17400, 17400, 17400, 17400, 17400, 17400, 17400, 17400, 17400, 18842, 18842, 18842, 18842, 18842, 18842, 18842, 18842, 18842, 18842, 18842, 18842, 18842, 18842, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9864, 9864, 9864, 9864, 9864, 9864, 9864, 9864, 9864, 9180, 9180, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 15678, 15678, 15678, 15678, 15678, 15678, 15678, 15678, 15678, 9666, 9666, 9666, 9666, 9666, 13152, 13152, 7452, 7452, 7452, 7452, 7452, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 19764, 19764, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 17500, 17500, 17500, 17500, 17500, 17500, 17500, 17500, 17500, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26896, 26896, 26896, 26896, 26896, 26896, 26896, 26896, 8150, 8150, 8150, 8150, 8150, 8150, 8150, 33246, 33246, 33246, 33246, 33246, 33246, 33246, 33246, 33246, 16722, 16722, 16722, 16722, 16722, 16722, 15936, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 17550, 17550, 17550, 17550, 17550, 17550, 17550, 17550, 17550, 17532, 17532, 17532, 17532, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 23580, 23580, 23580, 13320, 13320, 13320, 13320, 13320, 13320, 13320, 13320, 12888, 12888, 12888, 11280, 11280, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 32504, 32504, 32504, 32504, 32504, 32504, 32504, 10452, 10452, 10452, 10452, 10452, 10452, 10452, 10452, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 15696, 15696, 15696, 15696, 15696, 16713, 16713, 16713, 16713, 44068, 44068, 44068, 44068, 44068, 44068, 44068, 31300, 31300, 31300, 31300, 31300, 31300, 31300, 31300, 31300, 10980, 10980, 10980, 10980, 10980, 20100, 20100, 20100, 20100, 20100, 20100, 20100, 20100, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 27594, 27594, 27594, 27594, 27594, 27594, 27594, 12400, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 15666, 15666, 15666, 15666, 15666, 15666, 10062, 10062, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 34680, 34680, 10332, 10332, 10332, 10332, 10332, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 20153, 20153, 20153, 20153, 20153, 20153, 20153, 20153, 20153, 20153, 20153, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 12567, 12567, 12567, 12567, 34020, 34020, 34020, 34020, 34020, 34020, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 11873, 11873, 11873, 21890, 21890, 21890, 19068, 19068, 19068, 19068, 19068, 19068, 19068, 19068, 19068, 19068, 19068, 19068, 19068, 19068, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 14942, 14942, 14942, 18000, 18000, 18000, 20720, 20720, 20720, 20720, 20720, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 34762, 34762, 34762, 34762, 34762, 34762, 34762, 34762, 34762, 34762, 34762, 34762, 34762, 34762, 18102, 18102, 16632, 16632, 16632, 16632, 16632, 16632, 16632, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 15660, 15660, 15660, 15660, 15660, 15660, 15660, 15660, 15660, 15660, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 12822, 12822, 12822, 12822, 12822, 12822, 12822, 12822, 12822, 12822, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 11376, 11376, 30960, 30960, 30960, 30960, 30960, 30960, 30960, 30960, 30960, 30960, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 2842...
#> $ fee_grad_nres <dbl> 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1390, 1390, 508, 508, 508, 508, 2284, 2284, 2284, 2284, 2284, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 640, 640, 640, 640, 640, 640, 640, 640, 640, 640, 640, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 840, 840, 840, 840, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 190, 190, 190, 190, 190, 190, 640, 640, 640, 640, 1226, 1226, 1226, 1226, 1226, 1226, 610, 610, 610, 610, 610, 610, 610, 610, 610, 610, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 1455, 1758, 1758, 1758, 1758, 1758, 1758, 1727, 1727, 1743, 1743, 1743, 1743, 410, 410, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 513, 513, 513, 513, 513, 513, 513, 513, 513, 513, 513, 513, 513, 513, 513, 513, 513, 590, 1604, 1604, 1604, 1604, 1604, 1604, 1604, 1604, 1604, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1026, 1026, 1026, 1026, 1026, 1026, 1026, 1026, 1026, 1530, 1530, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 500, 500, 500, 500, 500, 500, 500, 500, 500, 1192, 1192, 1192, 1192, 1192, 0, 0, 918, 918, 918, 918, 918, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 320, 320, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 150, 150, 150, 150, 150, 150, 150, 150, 150, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 1385, 1385, 1385, 1385, 1385, 1385, 1256, 1256, 1256, 1256, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1595, 1595, 1595, 1595, 1595, 1595, 1595, 1595, 1595, 1568, 1568, 1568, 1568, 1568, 1568, 951, 951, 951, 951, 951, 951, 951, 951, 951, 951, 951, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 2289, 2289, 2289, 2289, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 2118, 2118, 2118, 2118, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 2029, 2166, 2166, 370, 370, 370, 370, 370, 370, 370, 370, 0, 0, 0, 0, 0, 0, 0, 600, 600, 600, 600, 600, 600, 600, 600, 600, 300, 300, 300, 300, 300, 300, 0, 40, 40, 40, 40, 40, 40, 40, 40, 40, 85, 85, 85, 85, 85, 85, 85, 85, 85, 500, 500, 500, 500, 1737, 1737, 1737, 1737, 1737, 1737, 1737, 1737, 348, 348, 348, 180, 180, 180, 180, 180, 180, 180, 180, 930, 930, 930, 0, 0, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 1148, 1148, 1148, 1148, 1148, 1148, 1148, 135, 135, 135, 135, 135, 135, 135, 135, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 80, 80, 80, 80, 80, 619, 619, 619, 619, 380, 380, 380, 380, 380, 380, 380, 120, 120, 120, 120, 120, 120, 120, 120, 120, 0, 0, 0, 0, 0, 172, 172, 172, 172, 172, 172, 172, 172, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1916, 1916, 1916, 1916, 1916, 1916, 0, 0, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 400, 400, 2488, 2488, 2488, 2488, 2488, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 840, 840, 840, 840, 2152, 2152, 2152, 2152, 2152, 2152, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 1073, 1073, 1073, 670, 670, 670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1350, 1350, 1350, 2000, 2000, 2000, 184, 184, 184, 184, 184, 2510, 2510, 2510, 2510, 2510, 2510, 2510, 2510, 2510, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 6479, 6479, 80, 80, 80, 80, 80, 80, 80, 510, 510, 510, 510, 510, 510, 510, 510, 510, 510, 510, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 828, 828, 828, 828, 828, 828, 828, 828, 828, 828, 5917, 5917, 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#> $ books_supplies <dbl> 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1500, 1500, 1688, 1688, 1688, 1688, 1600, 1600, 1600, 1600, 1600, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1100, 1100, 1100, 1100, 1100, 1100, 1100, 1100, 1100, 1100, 1100, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1800, 1800, 1800, 1800, 1596, 1596, 1596, 1596, 1596, 1596, 1596, 1596, 1596, 1596, 1596, 1596, 1596, 1596, 1200, 1200, 1200, 1200, 1200, 1200, 1020, 1020, 1020, 1020, 1500, 1500, 1500, 1500, 1500, 1500, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1260, 1260, 1260, 1260, 1260, 1260, 1260, 1260, 1260, 1260, 1260, 1260, 1260, 1129, 1129, 1129, 1129, 1129, 1129, 1129, 1129, 1129, 1129, 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#> $ roomboard_off <dbl> 8830, 8830, 8830, 8830, 8830, 8830, 8830, 8830, 8830, 8830, 8830, 8830, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 9600, 9600, 9603, 9603, 9603, 9603, 7320, 7320, 7320, 7320, 7320, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 9657, 9657, 9657, 9657, 9657, 9657, 9657, 9657, 9657, 9657, 9657, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 8000, 8000, 8000, 8000, 9296, 9296, 9296, 9296, 9296, 9296, 9296, 9296, 9296, 9296, 9296, 9296, 9296, 9296, 7122, 7122, 7122, 7122, 7122, 7122, 8980, 8980, 8980, 8980, 7284, 7284, 7284, 7284, 7284, 7284, 9850, 9850, 9850, 9850, 9850, 9850, 9850, 9850, 9850, 9850, 8591, 8591, 8591, 8591, 8591, 8591, 8591, 8591, 8591, 8591, 8591, 8591, 8591, 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#> $ oth_expense_off <dbl> 3090, 3090, 3090, 3090, 3090, 3090, 3090, 3090, 3090, 3090, 3090, 3090, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 1600, 1600, 3578, 3578, 3578, 3578, 4228, 4228, 4228, 4228, 4228, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 3690, 3690, 3690, 3690, 3690, 3690, 3690, 3690, 3690, 3690, 3690, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 4700, 4700, 4700, 4700, 7416, 7416, 7416, 7416, 7416, 7416, 7416, 7416, 7416, 7416, 7416, 7416, 7416, 7416, 3006, 3006, 3006, 3006, 3006, 3006, 3180, 3180, 3180, 3180, 2800, 2800, 2800, 2800, 2800, 2800, 5498, 5498, 5498, 5498, 5498, 5498, 5498, 5498, 5498, 5498, 4150, 4150, 4150, 4150, 4150, 4150, 4150, 4150, 4150, 4150, 4150, 4150, 4150, 5227, 5227, 5227, 5227, 5227, 5227, 5227, 5227, 5227, 5227, 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5354, ...
#> $ tuitfee_grad_res <dbl> 9366, 9366, 9366, 9366, 9366, 9366, 9366, 9366, 9366, 9366, 9366, 9366, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 13090, 13090, 10342, 10342, 10342, 10342, 8458, 8458, 8458, 8458, 8458, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 7372, 7372, 7372, 7372, 7372, 7372, 7372, 7372, 7372, 7372, 7372, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10380, 10380, 10380, 10380, 9204, 9204, 9204, 9204, 9204, 9204, 9204, 9204, 9204, 9204, 9204, 9204, 9204, 9204, 6580, 6580, 6580, 6580, 6580, 6580, 10576, 10576, 10576, 10576, 6824, 6824, 6824, 6824, 6824, 6824, 19140, 19140, 19140, 19140, 19140, 19140, 19140, 19140, 19140, 19140, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 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28845, ...
#> $ tuitfee_grad_nres <dbl> 17496, 17496, 17496, 17496, 17496, 17496, 17496, 17496, 17496, 17496, 17496, 17496, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 13090, 13090, 22338, 22338, 22338, 22338, 14632, 14632, 14632, 14632, 14632, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 15778, 15778, 15778, 15778, 15778, 15778, 15778, 15778, 15778, 15778, 15778, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 10380, 10380, 10380, 10380, 18108, 18108, 18108, 18108, 18108, 18108, 18108, 18108, 18108, 18108, 18108, 18108, 18108, 18108, 12970, 12970, 12970, 12970, 12970, 12970, 21232, 21232, 21232, 21232, 12422, 12422, 12422, 12422, 12422, 12422, 19140, 19140, 19140, 19140, 19140, 19140, 19140, 19140, 19140, 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#> $ coa_grad_nres <dbl> 31016, 31016, 31016, 31016, 31016, 31016, 31016, 31016, 31016, 31016, 31016, 31016, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 25790, 25790, 37207, 37207, 37207, 37207, 27780, 27780, 27780, 27780, 27780, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 30225, 30225, 30225, 30225, 30225, 30225, 30225, 30225, 30225, 30225, 30225, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 24880, 24880, 24880, 24880, 36416, 36416, 36416, 36416, 36416, 36416, 36416, 36416, 36416, 36416, 36416, 36416, 36416, 36416, 24298, 24298, 24298, 24298, 24298, 24298, 34412, 34412, 34412, 34412, 24006, 24006, 24006, 24006, 24006, 24006, 35488, 35488, 35488, 35488, 35488, 35488, 35488, 35488, 35488, 35488, 28653, 28653, 28653, 28653, 28653, 28653, 28653, 28653, 28653, 28653, 28653, 28653, 28653, 27265, 27265, 27265, 27265, 27265, 27265, 27265, 27265, 27265, 27265, 27265, 27265, 27265, 27265, 36673, 42616, 42616, 42616, 42616, 42616, 42616, 36690, 36690, 36775, 36775, 36775, 36775, 32550, 32550, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 28048, 35338, 35338, 35338, 35338, 35338, 35338, 35338, 35338, 35338, 35295, 35295, 35295, 35295, 35295, 35295, 35295, 35295, 35295, 35295, 35295, 35295, 35295, 35295, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 29700, 29700, 29700, 29700, 29700, 29700, 29700, 29700, 29700, 23610, 23610, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 26548, 26548, 26548, 26548, 26548, 26548, 26548, 26548, 26548, 25068, 25068, 25068, 25068, 25068, 19302, 19302, 23824, 23824, 23824, 23824, 23824, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 25896, 25896, 25896, 25896, 25896, 25896, 25896, 25896, 25896, 25896, 25896, NA, NA, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 36191, 36191, 36191, 36191, 36191, 36191, 36191, 36191, 36191, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 35653, 35653, 35653, 35653, 35653, 35653, 31838, 31838, 31838, 31838, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 34215, 34215, 34215, 34215, 34215, 34215, 34215, 34215, 34215, 32864, 32864, 32864, 32864, 32864, 32864, 34139, 34139, 34139, 34139, 34139, 34139, 34139, 34139, 34139, 34139, 34139, 33449, 33449, 33449, 33449, 33449, 33449, 33449, 33449, 33449, 33449, 33449, 33449, 33449, 33449, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 34848, 34848, 34848, 34848, 34848, 34848, 34848, 34848, 34848, 34848, 34848, 34848, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 45575, 45575, 45575, 45575, 44211, 44211, 44211, 44211, 44211, 44211, 44211, 44211, 44211, 44211, 45129, 45129, 45129, 45129, 45129, 45129, 45129, 45129, 45129, 45129, 45129, 45129, 45129, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 44481, 44481, 44481, 44481, 45480, 45480, 45480, 45480, 45480, 45480, 45480, 45480, 45480, 45480, 45480, 45480, 45480, 45480, 45742, 46226, 46226, 45134, 45134, 45134, 45134, 45134, 45134, 45134, 45134, 26590, 26590, 26590, 26590, 26590, 26590, 26590, NA, NA, NA, NA, NA, NA, NA, NA, NA, 28066, 28066, 28066, 28066, 28066, 28066, NA, 34366, 34366, 34366, 34366, 34366, 34366, 34366, 34366, 34366, 37365, 37365, 37365, 37365, 37365, 37365, 37365, 37365, 37365, 37616, 37616, 37616, 37616, 34145, 34145, 34145, 34145, 34145, 34145, 34145, 34145, NA, NA, NA, 32041, 32041, 32041, 32041, 32041, 32041, 32041, 32041, 32637, 32637, 32637, 28479, 28479, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 50948, 50948, 50948, 50948, 50948, 50948, 50948, 30167, 30167, 30167, 30167, 30167, 30167, 30167, 30167, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 35450, 35450, 35450, 35450, 35450, 35860, 35860, 35860, 35860, 62889, 62889, 62889, 62889, 62889, 62889, 62889, 49750, 49750, 49750, 49750, 49750, 49750, 49750, 49750, 49750, 29420, 29420, 29420, 29420, 29420, 38695, 38695, 38695, 38695, 38695, 38695, 38695, 38695, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 36318, 36318, 36318, 36318, 36318, 36318, 36318, 36318, 36318, 36318, 36318, 36318, 46035, 46035, 46035, 46035, 46035, 46035, 46035, 28988, 53174, 53174, 53174, 53174, 53174, 53174, 53174, 53174, 53174, 36178, 36178, 36178, 36178, 36178, 36178, 20472, 20472, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 53530, 53530, 27076, 27076, 27076, 27076, 27076, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 36953, 36953, 36953, 36953, 36953, 36953, 36953, 36953, 36953, 36953, 36953, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 24917, 24917, 24917, 24917, 49354, 49354, 49354, 49354, 49354, 49354, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 30004, 30004, 30004, 40666, 40666, 40666, 34992, 34992, 34992, 34992, 34992, 34992, 34992, 34992, 34992, 34992, 34992, 34992, 34992, 34992, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 31465, 31465, 31465, 33756, 33756, 33756, 40945, 40945, 40945, 40945, 40945, 37678, 37678, 37678, 37678, 37678, 37678, 37678, 37678, 37678, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 52968, 52968, 52968, 52968, 52968, 52968, 52968, 52968, 52968, 52968, 52968, 52968, 52968, 52968, 37534, 37534, 33452, 33452, 33452, 33452, 33452, 33452, 33452, 28334, 28334, 28334, 28334, 28334, 28334, 28334, 28334, 28334, 28334, 28334, 31088, 31088, 31088, 31088, 31088, 31088, 31088, 31088, 31088, 31088, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 28044, 28044, 28044, 28044, 28044, 28044, 28044, 28044, 28044, 28044, 39089, 39089, 39089, 39089, 39089, 39089, 39089, 39089, 39089, 39089, 39089, 39089, 39089, 39089, 40202, 40202, 40202, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 31393, 31393, 46120, 46120, 46120, 46120, 46120, 46120, 46120, 46120, 46120, 46120, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 46531, 46531, 46531, 46531, 46531, 46531, 46531, 46531, 46531, 46531, 4...
rm(df_ipeds_pop) # comment this line out if you want to keep ipeds data frame
rm(df_scorecard) # comment this line out if you want to keep scorecard data frame
# Investigate analysis data frame `df_score_ipeds`
# data structure: variables that uniquely identify obs
df_score_ipeds %>% group_by(opeid6,cipcode) %>% summarise(n_per_key=n()) %>% ungroup() %>% count(n_per_key)
#> # A tibble: 1 x 2
#> n_per_key n
#> <int> <int>
#> 1 1 9444
# number of observations (universities) for each 4-digit cip code (degree code)
#df_score_ipeds %>% count(cipcode)
df_score_ipeds %>% filter(cipcode=='4407') %>% count(cipcode) # social work
#> # A tibble: 1 x 2
#> cipcode n
#> <chr> <int>
#> 1 4407 257
##### create data frame that only contains observations for MAs in social work;
#filter(cipcode=='4407')
df_socialwork <- df_score_ipeds %>%
filter(cipcode=='4407') %>%
# remove observations with missing values of cost of attendance (better for teaching concepts)
filter(!is.na(coa_grad_res))
df_socialwork %>% glimpse()
#> Rows: 253
#> Columns: 36
#> $ opeid6 <chr> "001002", "001005", "001051", "001036", "001047", "011462", "001081", "001101", "001108", "001090", "001117", "007993", "001157", "001142", "001146", "001141", "001147", "001137", "001138", "001139", "001140", "001153", "001150", "001315", "001149", "001151", "001154", "001155", "001328", "001350", "001371", "001360", "001417", "001402", "001409", "001406", "001428", "001443", "001466", "003954", "001480", "009635", "001489", "001509", "001526", "001537", "003955", "001544", "001574", "001598", "001590", "001599", "001610", "007279", "001616", "001624", "001634", "001694", "001671", "009145", "001776", "001692", "001710", "001693", "001750", "001664", "001758", "001759", "001813", "001816", "001815", "001811", "001892", "001890", "001889", "001948", "001939", "001949", "001950", "001952", "001959", "001989", "001999", "009275", "001960", "002002", "002006", "002010", "002026", "002029", "002053", "002050", "002054", "002083", "002091", "002128", "002130", "002183", "002188", "002208", "002211", "002189", "002238", "002259", "002260", "002268", "002282", "002325", "002290", "002329", "002330", "002334", "002360", "003969", "002388", "002377", "002343", "002345", "002410", "002424", "002441", "002516", "002518", "002519", "002498", "002506", "002503", "002520", "002536", "002554", "002569", "002568", "002589", "002622", "002616", "002617", "009344", "002629", "002632", "009345", "002657", "002664", "002666", "002707", "002698", "002689", "007022", "002808", "002722", "002744", "002751", "002779", "002785", "002805", "002835", "002836", "002837", "002838", "002882", "010142", "002903", "002906", "002923", "002928", "002905", "002974", "002975", "002976", "002950", "002972", "002984", "002954", "002981", "003005", "003123", "003024", "003125", "003032", "003077", "003090", "003100", "003131", "003078", "003145", "003184", "003194", "003212", "003216", "003316", "003321", "003322", "003296", "003325", "003378", "003326", "003371", "003328", "003313", "003407", "003448", "003456", "003474", "003478", "003487", "003509", "003510", "003518", "003529", "003530", "003522", "003528", "003537", "003545", "003565", "003652", "003598", "003599", "003624", "003615", "003631", "003656", "003658", "003661", "003636", "010115", "003644", "003665", "003670", "003677", "003675", "003696", "003749", "003765", "003732", "003735", "003775", "003790", "003799", "003798", "003810", "003815", "003827", "003899", "003920", "003895", "003896", "003932", "005026", "007108", "011719", "030113", "032603", "032553"
#> $ unitid <dbl> 100654, 100724, 100751, 102049, 102368, 102553, 104151, 106245, 106397, 106458, 109785, 110486, 110495, 110510, 110538, 110547, 110556, 110565, 110574, 110583, 110592, 110608, 110617, 110662, 115755, 122409, 122597, 122755, 123961, 126818, 127060, 127565, 129020, 130226, 130314, 130493, 130934, 131450, 132471, 132903, 133650, 133951, 134097, 136215, 137032, 137351, 138354, 138716, 139940, 139959, 140960, 141264, 141574, 141644, 142115, 142461, 143118, 144005, 144740, 145336, 145600, 145813, 146719, 147776, 148496, 148584, 149222, 149231, 151111, 151342, 151360, 151388, 153658, 154095, 154235, 155317, 155335, 156082, 156125, 156213, 156365, 157085, 157289, 157447, 157757, 157951, 159009, 159391, 160630, 160755, 161253, 161457, 161554, 163453, 163851, 164924, 164988, 165024, 167729, 167783, 167899, 168263, 168740, 169798, 169910, 170082, 170806, 170976, 171100, 172644, 172699, 173045, 173920, 174066, 174233, 174783, 174899, 174914, 175856, 176044, 176372, 178396, 178402, 178420, 178721, 179159, 179566, 179867, 180489, 181394, 182281, 182290, 183044, 185262, 185572, 185590, 186201, 186380, 186584, 186876, 188030, 188304, 188429, 190150, 190558, 190594, 190637, 190725, 191241, 192192, 192448, 193584, 193900, 194958, 196060, 196079, 196088, 196097, 196413, 196592, 197708, 197869, 198464, 198543, 199102, 199120, 199139, 199148, 199157, 199193, 199218, 199281, 200004, 200280, 200800, 201645, 201885, 202134, 204024, 204796, 204857, 206084, 206604, 206695, 207500, 208822, 209612, 209807, 211361, 212160, 213349, 213826, 214041, 215062, 216010, 216339, 216764, 216852, 217420, 218663, 218964, 219471, 219602, 220075, 220862, 220978, 221661, 221740, 221759, 221838, 221971, 222178, 223232, 224554, 225511, 227331, 227368, 228431, 228459, 228529, 228769, 228778, 228796, 228875, 229027, 229115, 229814, 230038, 230728, 230764, 231174, 232186, 232937, 233277, 234030, 235097, 236595, 236896, 236948, 237330, 237525, 238032, 240277, 240365, 240444, 240453, 240727, 242635, 243221, 243601, 366711, 409698, 433660
#> $ instnm <chr> "Alabama A & M University", "Alabama State University", "The University of Alabama", "Samford University", "Troy University", "University of Alaska Anchorage", "Arizona State University-Tempe", "University of Arkansas at Little Rock", "University of Arkansas", "Arkansas State University-Main Campus", "Azusa Pacific University", "California State University-Bakersfield", "California State University-Stanislaus", "California State University-San Bernardino", "California State University-Chico", "California State University-Dominguez Hills", "California State University-Fresno", "California State University-Fullerton", "California State University-East Bay", "California State University-Long Beach", "California State University-Los Angeles", "California State University-Northridge", "California State University-Sacramento", "University of California-Los Angeles", "Humboldt State University", "San Diego State University", "San Francisco State University", "San Jose State University", "University of Southern California", "Colorado State University-Fort Collins", "University of Denver", "Metropolitan State University of Denver", "University of Connecticut", "Quinnipiac University", "University of Saint Joseph", "Southern Connecticut State University", "Delaware State University", "Gallaudet University", "Barry University", "University of Central Florida", "Florida Agricultural and Mechanical University", "Florida International University", "Florida State University", "Nova Southeastern University", "Saint Leo University", "University of South Florida-Main Campus", "The University of West Florida", "Albany State University", "Georgia State University", "University of Georgia", "Savannah State University", "Valdosta State University", "University of Hawaii at Manoa", "Hawaii Pacific University", "Boise State University", "Northwest Nazarene University", "Aurora University", "Chicago State University", "DePaul University", "Governors State University", "University of Illinois at Chicago", "Illinois State University", "Loyola University Chicago", "Northeastern Illinois University", "Dominican University", "University of St Francis", "Southern Illinois University-Carbondale", "Southern Illinois University-Edwardsville", "Indiana University-Purdue University-Indianapolis", "Indiana University-South Bend", "Indiana University-Northwest", "Indiana University-East", "University of Iowa", "University of Northern Iowa", "Saint Ambrose University", "University of Kansas", "Newman University", "Washburn University", "Wichita State University", "Asbury University", "Campbellsville University", "University of Kentucky", "University of Louisville", "Northern Kentucky University", "Spalding University", "Western Kentucky University", "Grambling State University", "Louisiana State University and Agricultural & Mechanical College", "Southern University at New Orleans", "Tulane University of Louisiana", "University of Maine", "University of New England", "University of Southern Maine", "Morgan State University", "Salisbury University", "Boston College", "Boston University", "Bridgewater State University", "Salem State University", "Simmons University", "Springfield College", "Westfield State University", "Andrews University", "Eastern Michigan University", "Ferris State University", "Grand Valley State University", "Madonna University", "University of Michigan-Ann Arbor", "Michigan State University", "Wayne State University", "Western Michigan University", "Augsburg University", "Minnesota State University-Mankato", "University of Minnesota-Twin Cities", "University of Minnesota-Duluth", "Saint Cloud State University", "The College of Saint Scholastica", "University of St Thomas", "Jackson State University", "Mississippi Valley State University", "University of Southern Mississippi", "University of Missouri-Columbia", "University of Missouri-Kansas City", "University of Missouri-St Louis", "Park University", "Saint Louis University", "Missouri State University-Springfield", "Washington University in St Louis", "The University of Montana", "University of Nebraska at Omaha", "University of Nevada-Las Vegas", "University of Nevada-Reno", "University of New Hampshire-Main Campus", "Kean University", "Monmouth University", "Montclair State University", "Ramapo College of New Jersey", "Rutgers University-New Brunswick", "Seton Hall University", "Stockton University", "New Mexico State University-Main Campus", "Western New Mexico University", "Adelphi University", "Columbia University in the City of New York", "College of Staten Island CUNY", "CUNY Hunter College", "CUNY Lehman College", "Daemen College", "Fordham University", "Keuka College", "Long Island University", "Nazareth College", "New York University", "Roberts Wesleyan College", "SUNY at Albany", "Binghamton University", "University at Buffalo", "Stony Brook University", "Syracuse University", "Touro College", "Yeshiva University", "Appalachian State University", "East Carolina University", "Fayetteville State University", "North Carolina A & T State University", "University of North Carolina at Chapel Hill", "University of North Carolina at Charlotte", "University of North Carolina at Greensboro", "North Carolina Central University", "North Carolina State University at Raleigh", "University of North Carolina Wilmington", "University of North Carolina at Pembroke", "Western Carolina University", "University of North Dakota", "University of Akron Main Campus", "Case Western Reserve University", "University of Cincinnati-Main Campus", "Cleveland State University", "Miami University-Oxford", "Ohio State University-Main Campus", "Ohio University-Main Campus", "University of Toledo", "Wright State University-Main Campus", "Youngstown State University", "University of Oklahoma-Norman Campus", "George Fox University", "Pacific University", "Portland State University", "California University of Pennsylvania", "Edinboro University of Pennsylvania", "Kutztown University of Pennsylvania", "Marywood University", "Millersville University of Pennsylvania", "University of Pennsylvania", "Shippensburg University of Pennsylvania", "Temple University", "West Chester University of Pennsylvania", "Widener University", "Rhode Island College", "University of South Carolina-Columbia", "Winthrop University", "University of South Dakota", "Austin Peay State University", "East Tennessee State University", "University of Memphis", "Middle Tennessee State University", "Southern Adventist University", "The University of Tennessee-Chattanooga", "The University of Tennessee-Knoxville", "Tennessee State University", "Union University", "Abilene Christian University", "Baylor University", "Texas A & M University-Commerce", "University of Houston", "Our Lady of the Lake University", "The University of Texas Rio Grande Valley", "Stephen F Austin State University", "Texas State University", "Tarleton State University", "The University of Texas at Arlington", "The University of Texas at Austin", "The University of Texas at El Paso", "Texas Christian University", "The University of Texas at San Antonio", "Texas Tech University", "West Texas A & M University", "Brigham Young University-Provo", "Utah State University", "University of Utah", "University of Vermont", "George Mason University", "Norfolk State University", "Radford University", "Virginia Commonwealth University", "Eastern Washington University", "Seattle University", "Walla Walla University", "University of Washington-Seattle Campus", "Concord University", "Marshall University", "West Virginia University", "University of Wisconsin-Green Bay", "University of Wisconsin-Oshkosh", "University of Wisconsin-Madison", "University of Wisconsin-Milwaukee", "University of Wyoming", "Inter American University of Puerto Rico-Arecibo", "University of Puerto Rico-Rio Piedras", "Universidad Ana G. Mendez-Gurabo Campus", "California State University-San Marcos", "California State University-Monterey Bay", "Florida Gulf Coast University"
#> $ control <dbl+lbl> 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1
#> $ ccbasic <dbl+lbl> 18, 19, 15, 17, 18, 18, 15, 16, 15, 16, 16, 18, 18, 18, 18, 18, 17, 18, 18, 18, 18, 18, 18, 15, 19, 16, 18, 18, 15, 15, 16, 18, 15, 17, 17, 18, 16, 16, 17, 15, 16, 15, 15, 16, 18, 15, 18, 19, 15, 15, 20, 17, 15, 18, 16, 18, 17, 18, 16, 18, 15, 16, 16, 18, 18, 17, 16, 17, 16, 19, 20, 20, 15, 18, 18, 15, 18, 17, 16, 20, 18, 15, 15, 17, 17, 17, 18, 15, 19, 15, 16, 16, 18, 16, 18, 15, 15, 18, 18, 17, 18, 19, 17, 16, 17, 18, 18, 15, 15, 15, 16, 18, 18, 15, 19, 18, 17, 17, 16, 20, 15, 15, 16, 16, 18, 16, 17, 15, 16, 16, 15, 15, 15, 18, 18, 16, 19, 15, 16, 18, 16, 18, 17, 15, 18, 18, 18, 17, 16, 19, 17, 18, 15, 18, 15, 15, 15, 15, 15, 17, 16, 18, 16, 19, 16, 15, 16, 16, 18, 15, 16, 18, 18, 16, 16, 15, 15, 16, 16, 15, 16, 16, 16, 18, 15, 17, 17, 16, 18, 18, 18, 18, 18, 15, 18, 15, 18, 17, 18, 15, 18, 16, 18, 16, 16, 17, 19, 17, 15, 16, 17, 18, 16, 17, 15, 17, 16, 17, 16, 18, 15, 15, 15, 16, 16, 15, 18, 16, 16, 15, 16, 15, 19, 18, 15, 18, 17, 20, 15, 19, 16, 15, 19, 18, 15, 15, 16, 19, 16, 17, 18, 19, 18
#> $ stabbr <chr> "AL", "AL", "AL", "AL", "AL", "AK", "AZ", "AR", "AR", "AR", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CO", "CO", "CO", "CT", "CT", "CT", "CT", "DE", "DC", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "GA", "GA", "GA", "GA", "GA", "HI", "HI", "ID", "ID", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IN", "IN", "IN", "IN", "IA", "IA", "IA", "KS", "KS", "KS", "KS", "KY", "KY", "KY", "KY", "KY", "KY", "KY", "LA", "LA", "LA", "LA", "ME", "ME", "ME", "MD", "MD", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MS", "MS", "MS", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MT", "NE", "NV", "NV", "NH", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NM", "NM", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "ND", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OK", "OR", "OR", "OR", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "RI", "SC", "SC", "SD", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "UT", "UT", "UT", "VT", "VA", "VA", "VA", "VA", "WA", "WA", "WA", "WA", "WV", "WV", "WV", "WI", "WI", "WI", "WI", "WY", "PR", "PR", "PR", "CA", "CA", "FL"
#> $ region <dbl+lbl> 5, 5, 5, 5, 5, 8, 6, 5, 5, 5, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 7, 7, 7, 1, 1, 1, 1, 2, 2, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 8, 8, 7, 7, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 4, 4, 4, 4, 4, 4, 4, 7, 4, 8, 8, 1, 2, 2, 2, 2, 2, 2, 2, 6, 6, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 6, 8, 8, 8, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 5, 5, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 7, 7, 7, 1, 5, 5, 5, 5, 8, 8, 8, 8, 5, 5, 5, 3, 3, 3, 3, 7, 9, 9, 9, 8, 8, 5
#> $ city <chr> "Normal", "Montgomery", "Tuscaloosa", "Birmingham", "Troy", "Anchorage", "Tempe", "Little Rock", "Fayetteville", "Jonesboro", "Azusa", "Bakersfield", "Turlock", "San Bernardino", "Chico", "Carson", "Fresno", "Fullerton", "Hayward", "Long Beach", "Los Angeles", "Northridge", "Sacramento", "Los Angeles", "Arcata", "San Diego", "San Francisco", "San Jose", "Los Angeles", "Fort Collins", "Denver", "Denver", "Storrs", "Hamden", "West Hartford", "New Haven", "Dover", "Washington", "Miami", "Orlando", "Tallahassee", "Miami", "Tallahassee", "Fort Lauderdale", "Saint Leo", "Tampa", "Pensacola", "Albany", "Atlanta", "Athens", "Savannah", "Valdosta", "Honolulu", "Honolulu", "Boise", "Nampa", "Aurora", "Chicago", "Chicago", "University Park", "Chicago", "Normal", "Chicago", "Chicago", "River Forest", "Joliet", "Carbondale", "Edwardsville", "Indianapolis", "South Bend", "Gary", "Richmond", "Iowa City", "Cedar Falls", "Davenport", "Lawrence", "Wichita", "Topeka", "Wichita", "Wilmore", "Campbellsville", "Lexington", "Louisville", "Highland Heights", "Louisville", "Bowling Green", "Grambling", "Baton Rouge", "New Orleans", "New Orleans", "Orono", "Biddeford", "Portland", "Baltimore", "Salisbury", "Chestnut Hill", "Boston", "Bridgewater", "Salem", "Boston", "Springfield", "Westfield", "Berrien Springs", "Ypsilanti", "Big Rapids", "Allendale", "Livonia", "Ann Arbor", "East Lansing", "Detroit", "Kalamazoo", "Minneapolis", "Mankato", "Minneapolis", "Duluth", "Saint Cloud", "Duluth", "Saint Paul", "Jackson", "Itta Bena", "Hattiesburg", "Columbia", "Kansas City", "Saint Louis", "Parkville", "Saint Louis", "Springfield", "Saint Louis", "Missoula", "Omaha", "Las Vegas", "Reno", "Durham", "Union", "West Long Branch", "Montclair", "Mahwah", "New Brunswick", "South Orange", "Galloway", "Las Cruces", "Silver City", "Garden City", "New York", "Staten Island", "New York", "Bronx", "Amherst", "Bronx", "Keuka Park", "Brookville", "Rochester", "New York", "Rochester", "Albany", "Vestal", "Buffalo", "Stony Brook", "Syracuse", "New York", "New York", "Boone", "Greenville", "Fayetteville", "Greensboro", "Chapel Hill", "Charlotte", "Greensboro", "Durham", "Raleigh", "Wilmington", "Pembroke", "Cullowhee", "Grand Forks", "Akron", "Cleveland", "Cincinnati", "Cleveland", "Oxford", "Columbus", "Athens", "Toledo", "Dayton", "Youngstown", "Norman", "Newberg", "Forest Grove", "Portland", "California", "Edinboro", "Kutztown", "Scranton", "Millersville", "Philadelphia", "Shippensburg", "Philadelphia", "West Chester", "Chester", "Providence", "Columbia", "Rock Hill", "Vermillion", "Clarksville", "Johnson City", "Memphis", "Murfreesboro", "Collegedale", "Chattanooga", "Knoxville", "Nashville", "Jackson", "Abilene", "Waco", "Commerce", "Houston", "San Antonio", "Edinburg", "Nacogdoches", "San Marcos", "Stephenville", "Arlington", "Austin", "El Paso", "Fort Worth", "San Antonio", "Lubbock", "Canyon", "Provo", "Logan", "Salt Lake City", "Burlington", "Fairfax", "Norfolk", "Radford", "Richmond", "Cheney", "Seattle", "College Place", "Seattle", "Athens", "Huntington", "Morgantown", "Green Bay", "Oshkosh", "Madison", "Milwaukee", "Laramie", "Arecibo", "San Juan", "Gurabo", "San Marcos", "Seaside", "Fort Myers"
#> $ locale <dbl+lbl> 12, 12, 12, 21, 33, 11, 12, 12, 13, 13, 21, 11, 23, 12, 13, 13, 11, 21, 21, 11, 11, 11, 11, 11, 33, 11, 11, 11, 11, 12, 11, 11, 21, 21, 21, 12, 13, 11, 21, 21, 12, 21, 12, 21, 23, 11, 13, 13, 11, 12, 12, 13, 11, 11, 12, 22, 21, 11, 11, 41, 11, 22, 11, 11, 21, 21, 13, 21, 11, 12, 13, 41, 13, 13, 12, 13, 11, 12, 11, 31, 32, 11, 11, 21, 11, 13, 32, 12, 11, 11, 23, 22, 13, 11, 23, 13, 11, 21, 21, 11, 12, 21, 31, 21, 32, 21, 13, 12, 13, 11, 13, 11, 13, 11, 13, 13, 13, 11, 12, 33, 13, 12, 11, 21, 21, 11, 12, 21, 13, 11, 12, 11, 23, 21, 21, 21, 21, 13, 21, 22, 22, 33, 21, 11, 11, 11, 11, 21, 11, 32, 21, 21, 11, 21, 13, 22, 21, 21, 12, 11, 11, 32, 13, 12, 11, 13, 11, 11, 11, 11, 12, 32, 32, 13, 12, 11, 11, 11, 31, 11, 32, 11, 21, 13, 22, 31, 21, 11, 23, 31, 31, 13, 21, 11, 31, 11, 21, 21, 21, 12, 13, 32, 12, 13, 11, 12, 21, 12, 12, 11, 13, 12, 12, 32, 11, 11, 13, 33, 13, 33, 11, 11, 11, 11, 11, 11, 31, 12, 13, 12, 13, 21, 12, 23, 12, 31, 11, 23, 11, 32, 13, 13, 12, 13, 11, 11, 33, 13, 11, 21, 21, 22, 21
#> $ urban <dbl+lbl> 2, 2, 2, 3, 4, 1, 2, 2, 2, 2, 3, 1, 3, 2, 2, 2, 1, 3, 3, 1, 1, 1, 1, 1, 4, 1, 1, 1, 1, 2, 1, 1, 3, 3, 3, 2, 2, 1, 3, 3, 2, 3, 2, 3, 3, 1, 2, 2, 1, 2, 2, 2, 1, 1, 2, 3, 3, 1, 1, 4, 1, 3, 1, 1, 3, 3, 2, 3, 1, 2, 2, 4, 2, 2, 2, 2, 1, 2, 1, 4, 4, 1, 1, 3, 1, 2, 4, 2, 1, 1, 3, 3, 2, 1, 3, 2, 1, 3, 3, 1, 2, 3, 4, 3, 4, 3, 2, 2, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 2, 4, 2, 2, 1, 3, 3, 1, 2, 3, 2, 1, 2, 1, 3, 3, 3, 3, 3, 2, 3, 3, 3, 4, 3, 1, 1, 1, 1, 3, 1, 4, 3, 3, 1, 3, 2, 3, 3, 3, 2, 1, 1, 4, 2, 2, 1, 2, 1, 1, 1, 1, 2, 4, 4, 2, 2, 1, 1, 1, 4, 1, 4, 1, 3, 2, 3, 4, 3, 1, 3, 4, 4, 2, 3, 1, 4, 1, 3, 3, 3, 2, 2, 4, 2, 2, 1, 2, 3, 2, 2, 1, 2, 2, 2, 4, 1, 1, 2, 4, 2, 4, 1, 1, 1, 1, 1, 1, 4, 2, 2, 2, 2, 3, 2, 3, 2, 4, 1, 3, 1, 4, 2, 2, 2, 2, 1, 1, 4, 2, 1, 3, 3, 3, 3
#> $ cipdig2 <chr> "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44"
#> $ cipcode <chr> "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407"
#> $ cipdesc <chr> "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work."
#> $ credlev <dbl+lbl> 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5
#> $ creddesc <chr> "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree"
#> $ ipedscount1 <dbl> 92, 7, 189, 8, 106, 20, NA, 66, 17, 38, 78, 67, 66, 105, 40, 74, 65, 103, 90, 222, 143, 178, 109, 101, 62, 131, 31, 88, 1472, 57, 278, 101, 160, 31, 44, 82, 19, 12, 178, 131, 16, 19, NA, 31, 95, 127, 0, 26, 62, 152, 39, 38, 102, 32, 112, 54, 379, 28, 19, 53, 202, 29, 299, 0, 115, 34, 73, 31, 350, NA, NA, 13, 97, 37, 35, 180, 86, 55, 54, 14, 71, 96, 206, 62, 24, 63, 30, 97, 130, 77, 37, 328, 29, 69, 126, 248, 204, 60, 97, 330, 151, 64, 28, 66, 29, 177, 21, 336, 39, 343, 141, 76, 29, 131, 31, 34, 33, 140, 90, NA, 63, 91, 62, 54, 23, 83, 35, 197, 25, 84, 75, 45, 72, 42, 119, 59, 37, 660, 18, 60, 68, 98, 268, 454, 27, 465, 91, 22, 622, 18, 14, 39, 567, 49, 166, 66, 217, 214, 102, 90, 118, 47, 69, 65, 27, 128, 73, 27, 81, 72, 41, 60, 33, 78, 70, 168, 66, 108, 18, 242, 36, 35, 37, 46, 153, 44, 12, 205, 58, 153, 25, 131, 65, 197, 36, 189, 80, 95, 84, 274, 54, 40, 32, 49, 56, 25, 33, NA, 220, 17, 50, 15, 67, 72, 167, 303, 54, 51, 111, 0, 458, 146, 34, 27, 55, 14, 19, 41, 2, 171, 29, 54, 62, 34, 170, 125, 0, 85, 203, 43, NA, 67, 53, 8, 176, 154, 22, 31, 73, 37, 58, 36, 17
#> $ ipedscount2 <dbl> 79, 25, 225, 13, 86, 19, NA, 69, 51, 43, 69, 74, 101, 109, 81, 70, 50, 101, 139, 219, 139, 182, 120, 108, 52, 101, 29, 159, 1383, 83, 279, 123, 142, 22, 60, 81, 34, 26, 130, 143, 19, 0, NA, 47, 86, 90, 0, 17, 60, 170, 34, 60, 95, 20, 187, 48, 325, 38, 17, 54, 239, 24, 277, 29, 101, 21, 60, 29, 323, NA, NA, 0, 67, 38, 33, 204, 41, 59, 56, 19, 91, 90, 197, 56, 24, 58, 15, 128, 87, 74, 36, 339, 30, 71, 160, 265, 229, 55, 129, 545, 111, 65, 19, 75, 37, 145, 48, 329, 21, 335, 131, 55, 27, 137, 24, 44, 39, 115, 76, NA, 88, 75, 69, 52, 41, 93, 30, 215, 36, 80, 75, 80, 94, 60, 90, 68, 56, 716, 37, 52, 50, 142, 263, 509, 29, 559, 87, 12, 659, 25, 108, 42, 567, 46, 159, 72, 214, 238, 70, 132, 86, 33, 66, 64, 19, 127, 79, 21, 82, 77, 41, 39, 40, 73, 69, 259, 86, 64, 23, 266, 42, 41, 32, 44, 154, 35, 22, 245, 30, 202, 39, 104, 60, 195, 27, 154, 102, 152, 79, 237, 60, 0, 22, 47, 52, 28, 24, 16, 231, 22, 88, 16, 80, 66, 161, 334, 72, 48, 124, 18, 515, 135, 37, 22, 84, 11, 27, 40, 98, 164, 28, 83, 80, 40, 199, 88, 26, 77, 244, 58, 60, 71, 44, 8, 158, 141, 20, 3, 47, 21, 57, 49, 19
#> $ debt_all_stgp_eval_n <dbl> 146, NA, 244, 17, 145, 20, 502, 104, 47, 27, 130, 42, 105, 170, 75, 99, 43, 124, 147, 285, 188, 217, 139, 151, 78, 122, 31, 47, 2410, 82, 352, 160, 202, 36, 55, 122, 48, 17, 247, 127, 26, NA, NA, 54, 152, 162, NA, NA, 93, 204, 61, 34, 128, 21, 246, 92, 585, 57, 32, 77, 312, 34, 366, 23, 148, 32, 111, 43, 351, NA, NA, NA, 118, 54, 61, 306, 92, 86, 86, 29, 134, 135, 291, 98, 39, 87, 38, 76, 172, 66, 62, 562, 40, 120, 191, 358, 385, 75, 163, 750, 201, 102, 29, 120, 62, 231, 50, 484, 43, 516, 199, 117, 41, 140, 22, 52, 52, 180, 137, NA, 54, 100, 95, 68, 50, 137, 44, 249, 44, 110, 107, 83, 132, 80, 157, 67, 33, 1059, 50, 89, 70, 57, 362, 648, 37, 646, 144, NA, 985, NA, 151, NA, 675, 80, 252, 104, 320, 368, 133, 185, 107, 57, 79, 52, 25, 169, 102, 39, 149, 110, 45, 77, 57, 106, 102, 337, 109, 143, 32, 379, 65, 62, 53, 72, 226, 67, 29, 349, 65, 292, 36, 177, 94, 242, 48, 287, 61, 201, 120, 358, 87, NA, 30, 73, 89, 44, 43, NA, 234, 34, 121, 15, 90, 104, 236, 562, 110, 81, 162, NA, 705, 171, 44, 27, 102, NA, 15, 40, 58, 254, 36, 82, 130, 58, 254, 166, 22, 136, 381, 74, NA, 95, 65, 10, 132, 145, 18, 23, 53, 44, 87, 58, 19
#> $ debt_all_stgp_eval_mean <dbl> 51788, 38001, 32830, 49278, 30072, 30364, 45258, 41114, 27713, 30749, 52599, 35504, 29260, 34215, 23963, 30955, 25310, 30502, 41701, 29514, 31228, 40156, 28069, 51668, 35344, 29289, 30555, 31873, 113762, 42076, 68054, 33513, 35729, 66125, 48283, 34297, 36188, 52931, 53125, 38754, 51889, 51313, 45013, 73360, 52571, 36879, 20730, 57667, 39799, 43011, 39736, 54598, 32837, 45826, 30178, 39716, 34247, 62017, 76163, 37720, 41770, 35315, 66401, 24445, 46415, 32551, 34114, 23673, 40289, 36999, 46987, 43838, 47358, 27987, 61776, 37566, 49449, 38559, 33746, 44773, 24545, 41439, 43899, 36260, 32562, 31538, 48845, 38704, 45271, 74833, 43484, 51835, 38680, 39345, 33723, 52959, 53233, 41195, 35397, 74968, 59338, 27629, 60619, 51418, 33175, 44150, 23785, 47297, 52884, 39517, 48476, 40906, 25346, 44435, 45190, 25411, 46643, 51357, 52132, 44738, 41514, 29131, 42930, 34593, 27922, 54328, 37145, 58537, 43902, 34127, 46631, 22823, 50711, 48132, 43835, 31239, 31038, 48412, 60068, 28584, 30185, 40880, 62589, 80957, 29854, 38164, 33472, 33170, 54277, 34934, 76214, 44523, 85772, 38879, 35609, 40935, 38913, 37367, 72816, 60442, 45677, 22968, 38103, 32348, 39727, 55365, 28665, 23703, 44724, 31732, 33050, 33942, 33058, 34532, 36348, 86730, 39054, 44679, 29028, 39874, 24376, 30908, 38900, 43045, 39489, 37261, 61686, 47388, 39681, 43393, 33888, 50849, 35271, 70869, 39569, 54001, 42719, 66833, 33500, 48544, 39780, 28435, 26619, 41749, 41437, 27617, 45462, 24228, 44304, 31382, 42968, 44044, 40243, 25793, 38107, 45506, 19140, 24017, 28853, 21751, 35646, 42070, 29456, 39802, 44463, 25378, 28327, 18361, 29569, 34387, 50788, 42113, 49831, 37717, 47034, 40277, 45996, 45953, 51473, 27310, 30568, 43234, 28902, 20741, 36246, 36433, 31190, 22688, 18903, 33732, 54252, 24378, 26507
#> $ debt_all_stgp_eval_mdn <dbl> 50446, 41000, 30750, NA, 23141, 26831, 41001, 43135, 27000, 27050, 52018, 38454, 31428, 35750, 19584, 28500, 25321, 30504, 39682, 28500, 29169, 38842, 27972, 53500, 34812, 26314, 30750, 36726, 118698, 38435, 68635, 33500, 31642, 65677, 45953, 30750, 38000, NA, 44334, 35199, 47880, NA, 41000, 58888, 51250, 30981, NA, 59863, 35600, 41000, 41000, 60613, 29330, 40500, 25601, 41000, 30500, 62761, 79726, 34935, 37045, 36126, 61190, 24000, 41000, 28063, 28500, 18680, 41000, 36989, 43977, NA, 45775, 27200, 55861, 36510, 48026, 34313, 31155, 41000, 20568, 41000, 37173, 30809, 30750, 27643, 48482, 41000, 41000, 77000, 41000, 50227, 39362, 41000, 29722, 50452, 52000, 41000, 32897, 80278, 61500, 28456, 53872, 46154, 30136, 42247, 20500, 41000, 47052, 39456, 42192, 40166, 24000, 41000, 44462, 25000, 46397, 48891, 48307, 52590, 41000, 26842, 37703, 33875, 23541, 50380, 30139, 58260, 46801, 30574, 41000, 20500, 51250, 45000, 41000, 30938, 23500, 41000, 55250, 20500, 28807, 41000, 63934, 76863, 29305, 41000, 32900, 23553, 49000, 40560, 73547, 43000, 82970, 41000, 36000, 41000, 40410, 35476, 70385, 61000, 41000, 19429, 37575, 33368, 38319, 50490, 27471, 25693, 41000, 30750, 30500, 31487, 34144, 29143, 34400, 86000, 37610, 41000, 28112, 39362, 20500, 25000, 30208, 43199, 36034, 35866, 66948, 46666, 38685, 41000, 32740, 50122, 38734, 68834, 39550, 51000, 41000, 67783, 33088, 44900, 41000, 26658, 22627, 37817, 37681, 21940, 41000, NA, 41000, 20500, 41000, NA, 41000, 20549, 37863, 40547, 17500, 22835, 27660, NA, 33801, 39376, 28050, 38738, 39406, 20683, NA, 15810, 32099, 32126, 42539, 40977, 49517, 39071, 41000, 40975, 41000, 44772, 50244, 25000, 26705, 41000, 26049, NA, 36451, 34200, NA, 25500, 16000, 37016, 55604, 19565, 20500
#> $ debt_all_stgp_eval_mdn10yrpay <dbl> 518, 421, 316, NA, 238, 275, 421, 443, 277, 278, 534, 395, 323, 367, 201, 293, 260, 313, 407, 293, 299, 399, 287, 549, 357, 270, 316, 377, 1219, 395, 705, 344, 325, 674, 472, 316, 390, NA, 455, 361, 492, NA, 421, 605, 526, 318, NA, 615, 366, 421, 421, 622, 301, 416, 263, 421, 313, 644, 819, 359, 380, 371, 628, 246, 421, 288, 293, 192, 421, 380, 452, NA, 470, 279, 574, 375, 493, 352, 320, 421, 211, 421, 382, 316, 316, 284, 498, 421, 421, 791, 421, 516, 404, 421, 305, 518, 534, 421, 338, 824, 631, 292, 553, 474, 309, 434, 210, 421, 483, 405, 433, 412, 246, 421, 457, 257, 476, 502, 496, 540, 421, 276, 387, 348, 242, 517, 309, 598, 481, 314, 421, 210, 526, 462, 421, 318, 241, 421, 567, 210, 296, 421, 656, 789, 301, 421, 338, 242, 503, 416, 755, 442, 852, 421, 370, 421, 415, 364, 723, 626, 421, 199, 386, 343, 393, 518, 282, 264, 421, 316, 313, 323, 351, 299, 353, 883, 386, 421, 289, 404, 210, 257, 310, 444, 370, 368, 687, 479, 397, 421, 336, 515, 398, 707, 406, 524, 421, 696, 340, 461, 421, 274, 232, 388, 387, 225, 421, NA, 421, 210, 421, NA, 421, 211, 389, 416, 180, 234, 284, NA, 347, 404, 288, 398, 405, 212, NA, 162, 330, 330, 437, 421, 508, 401, 421, 421, 421, 460, 516, 257, 274, 421, 267, NA, 374, 351, NA, 262, 164, 380, 571, 201, 210
#> $ earn_count_wne_hi_1yr <dbl> 138, NA, 276, NA, 104, 24, 513, 110, 31, 39, 132, 113, 96, 163, 70, 120, 99, 161, 156, 385, 197, 271, 197, 162, 86, 173, 47, 136, 2360, 74, 408, 161, 239, 44, 25, 117, 31, 21, 261, 186, 20, 64, 379, 32, 129, 154, 50, 37, 91, 248, 62, 39, 151, 37, 179, 81, 543, 53, 30, 79, 339, 44, 460, NA, 158, 37, 111, 47, 362, 49, 49, 12, 140, 63, 51, 293, 99, 72, 84, 34, 96, 139, 312, 107, 33, 94, 52, 52, 146, 74, 66, 528, 55, 120, 189, 389, 398, 87, 149, 446, 242, 114, 22, 107, 45, 251, 18, 494, 60, 528, 249, 115, 24, 80, 17, 52, 53, 216, 130, 30, 100, 116, 98, 81, 16, 130, 52, 239, 48, 114, 120, 62, 124, 74, 209, 73, 34, 1003, 15, 102, 102, NA, 366, 578, 43, 666, 143, 25, 927, 24, 168, 31, 762, 81, 279, 104, 301, 312, 148, 152, 113, 72, 118, 51, 54, 183, 116, 25, 127, 117, 44, 104, 63, 125, 115, 252, 114, 163, 30, 344, 68, 62, 51, 64, 212, 53, 26, 362, 75, 214, 48, 191, 116, 273, 53, 340, 115, 163, 129, 410, 88, 74, 43, 76, 74, 47, 37, NA, 287, 31, 106, NA, 98, 122, 228, 399, 96, 99, 168, NA, 665, 215, 62, 29, 99, NA, NA, 58, 21, 275, 52, 119, 94, 59, 250, 164, NA, 138, 448, 54, 18, 108, 65, 34, 159, 108, 26, 22, 35, 35, 72, 55, 25
#> $ earn_mdn_hi_1yr <dbl> 38065, NA, 39254, NA, 39609, 50606, 46843, 47377, 44276, 44170, 54091, 57770, 58522, 54732, 49611, 60165, 62829, 54696, 69114, 59506, 56979, 54348, 56693, 59124, 53080, 50717, 68592, 72850, 51438, 43504, 44912, 43888, 49064, 46738, 48641, 50161, 46087, 42682, 42584, 41524, 39009, 45919, 42821, 41342, 42384, 41193, 38721, 43696, 41751, 42390, 39214, 42012, 47944, 43984, 42961, 45752, 43252, 45435, 44356, 44845, 45348, 41193, 44381, NA, 43114, 39153, 38122, 42309, 44122, 39909, 45435, 42682, 44001, 43426, 42682, 44212, 43128, 43984, 40161, 35416, 36398, 38674, 40082, 42806, 40017, 38083, 37808, 38443, 39326, 42433, 44852, 45963, 42682, 49072, 47357, 49179, 50115, 53219, 50567, 49100, 50105, 51880, 40095, 46899, 45584, 43553, 39369, 45797, 43575, 43178, 44209, 49498, 49520, 49503, 50856, 48823, 45554, 50009, 33815, 32391, 37856, 41971, 45052, 42123, 39369, 40614, 44595, 43832, 39369, 44209, 48883, 51690, 46300, 42682, 46714, 52607, 44468, 48104, 42123, 47136, 45190, NA, 49397, 53202, 54331, 54467, 54073, 41725, 50836, 46924, 48579, 48041, 51487, 44595, 47992, 45500, 42742, 47869, 45305, 50395, 49962, 41069, 43749, 40408, 43087, 43798, 42174, 42433, 42841, 43264, 42495, 41420, 41844, 51346, 41441, 45284, 41565, 41823, 41342, 43496, 43319, 43290, 44666, 42479, 46182, 43351, 48432, 50186, 41651, 44087, 43426, 44431, 41342, 46999, 47046, 46902, 49939, 46336, 50194, 39556, 40621, 44468, 38289, 38649, 43240, 42682, 41342, NA, 42196, 38829, 38787, NA, 43000, 49797, 46053, 45991, 50272, 38597, 45365, NA, 46449, 45949, 44356, 47260, 46889, NA, NA, 44711, 45852, 47409, 45340, 51762, 45604, 40089, 44699, 51118, NA, 43798, 51946, 39297, 38289, 43000, 44861, 49660, 45785, 47494, 46478, 20140, 23538, 22810, 48752, 62463, 50105
#> $ earn_count_wne_hi_2yr <dbl> 83, NA, 292, NA, 20, 27, 503, 107, 36, 33, 109, 88, 94, 136, 97, 111, 92, 152, 142, 350, 154, 255, 193, 160, 73, 76, 45, 81, 2263, 86, 393, 140, 269, 30, 26, 97, 51, 22, 317, 86, 15, 90, 296, 25, 57, 98, 70, 27, 69, 224, 62, 45, 128, 19, 183, 37, 414, 57, 35, 95, 339, 29, 259, NA, 108, 21, 101, 23, 299, 39, 47, NA, 125, 55, 47, 143, 74, 63, 96, 46, 58, 158, 289, 111, 15, 86, 60, 17, 126, 72, 58, 372, 49, 117, 139, 362, 425, 77, 117, 270, 121, 103, 13, 92, 19, 214, NA, 375, 48, 510, 202, 94, 17, 19, NA, 48, 55, 195, 107, 46, 43, 112, 95, 71, NA, 107, 42, 115, 43, 86, 118, 44, 85, 74, 221, 40, NA, 478, NA, 81, 89, NA, 301, 595, 30, 582, 142, NA, 811, NA, 199, 13, 712, 37, 137, 96, 136, 267, 70, 79, 82, 55, 97, 74, 29, 92, 97, NA, 80, 60, 30, 90, 62, 89, 106, 205, 68, 154, 32, 348, 71, 70, 39, 38, 182, 19, 14, 353, 69, 88, 58, 140, 102, 267, 42, 324, 102, 171, 104, 433, 78, 39, 25, 67, 53, 26, 17, NA, 291, 30, 107, 15, 93, 88, 208, 212, 80, 83, 158, NA, 483, 236, 53, 25, 115, NA, NA, 53, 18, 135, 43, 124, 45, 56, 234, 140, NA, 119, 453, 31, NA, 128, 24, 21, 250, 91, 29, NA, 37, 18, 43, 44, 26
#> $ earn_mdn_hi_2yr <dbl> 37819, NA, 38981, NA, 38289, 51750, 46118, 47877, 44595, 45383, 54082, 58943, 57796, 58503, 54073, 60096, 56641, 55534, 64087, 59443, 60585, 58035, 56114, 59742, 53045, 49990, 70680, 72320, 52078, 44133, 44882, 46422, 49929, 48432, 44021, 50263, 47260, 44737, 43950, 35861, 35416, 46087, 43054, 33993, 42682, 42542, 38433, 43128, 40017, 42138, 40697, 41193, 47729, 42682, 44399, 40768, 43528, 39639, 47260, 41479, 43182, 44895, 43426, NA, 43054, 42682, 39045, 38721, 44093, 43319, 44755, NA, 47361, 44508, 43426, 43605, 41937, 42868, 38516, 39153, 37208, 38736, 42123, 42276, 39369, 38505, 36745, 36455, 38195, 41689, 43798, 44399, 42203, 47673, 45500, 50000, 50336, 54053, 50606, 49378, 51794, 47260, 33993, 47871, 43240, 43269, NA, 46342, 46478, 44269, 44323, 54768, 49019, 54435, NA, 47520, 47553, 50806, 35314, 33007, 37748, 41362, 42961, 45647, NA, 40589, 42185, 43333, 38443, 44765, 52464, 52334, 46478, 42276, 45554, 47260, NA, 46886, NA, 47092, 42263, NA, 49714, 53587, 52941, 52377, 53550, NA, 50971, NA, 45472, 46321, 50280, 40017, 44698, 45061, 40546, 48980, 45408, 48162, 47260, 42510, 42363, 42961, 44021, 43575, 42487, NA, 42522, 39119, 45584, 41087, 44170, 50856, 43016, 44800, 41631, 43626, 39249, 43371, 44227, 44930, 46673, 38048, 45008, 46924, 42123, 49962, 40125, 46272, 43493, 44335, 42821, 47846, 46924, 47334, 46148, 48010, 48864, 39353, 42123, 42073, 39153, 37907, 47650, 39729, 38829, NA, 41007, 41937, 39693, 43426, 40269, 45030, 48971, 46177, 50258, 42682, 44426, NA, 46168, 45600, 48112, 46087, 48628, NA, NA, 46193, 47260, 45870, 44635, 48600, 45500, 41007, 44987, 48501, NA, 42682, 49646, 40827, NA, 42402, 44933, 50105, 46332, 48225, 49631, NA, 25194, 19227, 49270, 55964, 46869
#> $ tuit_grad_res <dbl> 8130, 6174, 10470, 18530, 7146, 9768, 10810, 7680, 7379, 4626, 16224, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 11220, 6738, 6738, 6738, 6738, 41592, 9628, 45288, 7568, 13726, 17730, 12822, 6497, 5160, 17100, 17820, 6916, 8019, 8912, 9684, 18373, 9630, 8350, 7088, 3402, 6876, 8492, 3528, 4374, 15288, 17190, 6232, 8851, 10800, 5580, 18960, 7368, 13263, 7466, 18594, 6408, 17993, 13302, 10524, 6312, 8331, 6648, 6648, 6648, 8856, 8592, 16020, 9480, 9306, 8250, 5173, 10242, 11904, 10925, 12246, 10008, 13608, 11400, 5110, 9132, 6024, 49030, 7524, 19936, 6840, 7074, 6858, 27216, 49176, 1675, 2520, 20556, 29640, 5724, 25128, 15120, 7046, 15408, 13410, 21466, 16764, 14746, 13312, 12778, 6849, 16240, 16240, 7373, 11160, 24386, 7141, 6858, 7549, 8462, 6462, 10668, 8025, 19350, 4644, 48950, 4135, 4649, 4968, 4752, 13840, 13156, 24156, 10464, 14545, 16536, 21078, 10686, 4088, 3026, 37623, 43552, 10130, 10130, 10130, 23208, 32160, 27087, 28272, 21120, 39936, 13482, 10870, 10870, 10870, 10870, 34632, 16200, 19800, 4744, 4656, 3371, 4545, 9643, 4252, 5117, 4647, 8088, 4448, 3639, 4348, 7185, 7731, 42576, 12790, 9565, 12890, 11560, 9510, 13166, 13474, 8492, 4886, 15504, 30421, 13248, 11592, 8694, 8694, 9300, 11592, 32286, 11592, 15786, 11592, 24800, 6696, 12398, 14312, 7516, 8300, 7992, 8820, 7974, 11070, 8100, 11044, 8380, 6870, 19890, 28494, 3630, 7956, 15390, 5439, 4896, 6167, 3672, 7141, 11300, 4497, 26640, 5186, 5400, 4402, 6680, 5323, 6473, 15096, 10628, 7148, 7868, 10976, 10953, 19353, 23088, 15207, 7600, 6298, 9000, 7640, 7640, 10728, 10387, 4338, 3780, 2380, 2652, 6738, 6738, 6974
#> $ fee_grad_res <dbl> 1236, 2284, 0, 610, 802, 1424, 696, 1604, 971, 1292, 220, 1385, 1256, 1138, 1568, 951, 841, 1088, 1092, 988, 911, 1115, 1428, 1463, 1737, 1612, 1012, 1946, 713, 2088, 303, 1073, 2270, 720, 828, 4722, 350, 526, 0, 1956, 1857, 2185, 1859, 802, 0, 2078, 1974, 1602, 2128, 2270, 1758, 2116, 880, 130, 2208, 120, 0, 3196, 330, 1900, 3080, 1504, 848, 1389, 327, 375, 4059, 1642, 1064, 595, 595, 595, 1501, 1211, 280, 958, 406, 110, 905, 0, 300, 1311, 196, 384, 0, 0, 2012, 2755, 1934, 1980, 1142, 686, 830, 1404, 1512, 90, 710, 8563, 4671, 162, 195, 0, 690, 1235, 0, 0, 0, 328, 0, 1757, 923, 0, 714, 1495, 1243, 883, 0, 214, 120, 20, 110, 1114, 1009, 0, 0, 546, 910, 330, 1758, 1441, 532, 535, 2080, 3316, 700, 1676, 3131, 2097, 644, 3214, 853, 1624, 1335, 2002, 560, 308, 430, 100, 491, 111, 1904, 210, 2432, 300, 1824, 2051, 2477, 1696, 1242, 1000, 225, 2977, 2632, 2162, 2902, 1963, 3026, 2636, 2477, 2484, 2595, 2285, 2844, 1458, 1405, 34, 1678, 114, 638, 865, 0, 1555, 0, 410, 3283, 0, 213, 1317, 3916, 2490, 1795, 1415, 3306, 3318, 3384, 890, 2399, 300, 482, 400, 300, 1042, 1473, 1379, 1643, 1260, 0, 1776, 1790, 1040, 20, 0, 3006, 2146, 982, 816, 1169, 1531, 1801, 2437, 1678, 0, 1126, 48, 1915, 2125, 1947, 0, 954, 1054, 1916, 3096, 3420, 3090, 2167, 841, 765, 150, 1059, 150, 1122, 0, 1580, 1122, 1215, 1402, 1335, 714, 144, 900, 1911, 907, 1987
#> $ tuit_grad_nres <dbl> 16260, 12348, 26950, 18530, 14292, 19954, 23480, 17400, 18842, 9252, 16224, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 26322, 15666, 15666, 15666, 15666, 41592, 23604, 45288, 11873, 34762, 17730, 12822, 18102, 11376, 17100, 17820, 25759, 22108, 21393, 24116, 18373, 9630, 19048, 22166, 13590, 22374, 24090, 13068, 15750, 36768, 17190, 20682, 8851, 10800, 10782, 18960, 14736, 22217, 15038, 18594, 12816, 17993, 13302, 26310, 11156, 22985, 15661, 15661, 15661, 26460, 19066, 16020, 22176, 9306, 16786, 12704, 10242, 11904, 27069, 25486, 15390, 13608, 16320, 5110, 9132, 12965, 49030, 24498, 19936, 18468, 13860, 12060, 27216, 49176, 1675, 4140, 20556, 29640, 5724, 25128, 27840, 10569, 15408, 13410, 43346, 32940, 31939, 28195, 12778, 6849, 25120, 25120, 11201, 11160, 24386, 7141, 6858, 16419, 23172, 16685, 26184, 8025, 19350, 9324, 48950, 18742, 12987, 18878, 18662, 27130, 17831, 24156, 15837, 14545, 28128, 21078, 16449, 14254, 8730, 37623, 43552, 18720, 18720, 18720, 23208, 32160, 27087, 28272, 21120, 39936, 13482, 22210, 22210, 22210, 22210, 34632, 16200, 19800, 17913, 17547, 14219, 16950, 26854, 17423, 18566, 17347, 22610, 16667, 13896, 14755, 19184, 13237, 42576, 24532, 16297, 29604, 32008, 17502, 23502, 22890, 12992, 18989, 15504, 30421, 20736, 17400, 13050, 13050, 9300, 17400, 32286, 17400, 21636, 17400, 24800, 13032, 27008, 27570, 14449, 22280, 22248, 17604, 22086, 11070, 24218, 29232, 20020, 6870, 19890, 28494, 10974, 17100, 15390, 12783, 12240, 14327, 11015, 15638, 21518, 12326, 26640, 20785, 12744, 5081, 6680, 18632, 22848, 38160, 29306, 17784, 16394, 22479, 25438, 19353, 23088, 27255, 13252, 16788, 23238, 16771, 16771, 24054, 23424, 12978, 3780, 6498, 2652, 15666, 15666, 28170
#> $ fee_grad_nres <dbl> 1236, 2284, 0, 610, 802, 1758, 696, 1604, 971, 1292, 220, 1385, 1256, 1138, 1568, 951, 841, 1088, 1092, 988, 911, 1115, 1428, 1463, 1737, 1612, 1012, 1946, 713, 2088, 303, 1073, 2270, 720, 828, 5917, 350, 526, 0, 2898, 2561, 2809, 2581, 802, 0, 2078, 2728, 1602, 2128, 2270, 1758, 2116, 880, 130, 2208, 120, 0, 3196, 330, 1900, 3080, 1504, 848, 1389, 327, 375, 4059, 1782, 1064, 595, 595, 595, 1501, 1211, 280, 958, 406, 110, 905, 0, 300, 1311, 196, 384, 0, 0, 11035, 19690, 1934, 1980, 1142, 686, 830, 1404, 1512, 90, 710, 8563, 4671, 162, 195, 0, 690, 1235, 0, 0, 0, 328, 0, 1757, 923, 0, 714, 1495, 1243, 883, 0, 214, 10473, 20, 110, 1114, 1009, 0, 0, 546, 910, 330, 1812, 1441, 532, 535, 2080, 3316, 700, 1676, 3131, 2097, 644, 3214, 853, 1624, 1335, 2002, 560, 308, 430, 100, 491, 111, 1904, 210, 2432, 300, 1824, 2051, 2477, 1696, 1242, 1000, 225, 2977, 2632, 2162, 2902, 1963, 3026, 2636, 2477, 2484, 2595, 2285, 2844, 1458, 1405, 34, 1678, 114, 638, 865, 0, 1555, 0, 410, 3283, 0, 213, 1317, 5119, 3392, 2447, 1415, 3594, 3318, 3672, 890, 2615, 300, 482, 400, 300, 1042, 1473, 1379, 1643, 1260, 0, 1776, 2020, 1040, 20, 0, 3006, 2146, 982, 816, 1169, 1531, 1801, 2437, 1678, 0, 1126, 48, 1915, 2125, 1947, 0, 954, 1054, 1916, 3096, 3420, 3536, 2792, 841, 765, 150, 1059, 150, 1122, 0, 1580, 1122, 1215, 1402, 1335, 714, 144, 900, 1911, 907, 3046
#> $ books_supplies <dbl> 1600, 1600, 1200, 1000, 1129, 1608, 1103, 1715, 1046, 1137, 1792, 1898, 1500, 1791, 1792, 1764, 1792, 1898, 1500, 1898, 1898, 1600, 1792, 1636, 1660, 1818, 1900, 1899, 1200, 1200, 1200, 1200, 850, 800, 1000, 1400, 1700, 1600, 1500, 1152, 1138, 1590, 1000, 1500, 1720, 1200, 1200, 1298, 1600, 1006, 1600, 1200, 952, 1200, 1200, 1200, 1000, 1800, 1104, 900, 1400, 942, 1200, 2400, 1200, 800, 1100, 840, 1204, 1204, 1204, 1204, 950, 900, 1200, 1080, 986, 1000, 1000, 1240, 1100, 1000, 1200, 800, 1260, 1000, 1749, 1160, 1220, 1200, 1000, 1400, 1200, 2500, 1300, 1250, 1000, 800, 1200, 1280, 1000, 1006, 1100, 1000, 914, 700, 1272, 1048, 1076, 1196, 948, 1200, 900, 1000, 1200, 1200, 1150, 1000, 2300, 1400, 1200, 1344, 980, 1000, 1800, 1200, 1100, 980, 1400, 1080, 1298, 1300, 1200, 1384, 1234, 1300, 1569, 1350, 1000, 1597, 1298, 1466, 1020, 1400, 1364, 1364, 1364, 1000, 1012, 1300, 2000, 1100, 1070, 1100, 1200, 1000, 1196, 900, 1440, 778, 1224, 700, 1280, 400, 1400, 1442, 1200, 956, 1500, 1082, 1104, 1505, 2151, 1000, 1000, 1200, 1500, 800, 1216, 1234, 1030, 1150, 1248, 1100, 714, 950, 1050, 2090, 1000, 1000, 1628, 1000, 1000, 1280, 1200, 1000, 1200, 1300, 1200, 1023, 1000, 1200, 1550, 1090, 1415, 1540, 1100, 1400, 1598, 2300, 1250, 1250, 1444, 1400, 1300, 1200, 1210, 1192, 820, 1200, 1206, 662, 1216, 1050, 1000, 1200, 1000, 812, 810, 1232, 1200, 1200, 2535, 1200, 2804, 900, 1500, 825, 825, 1100, 1100, 900, 800, 1000, 1200, 800, 1200, 845, 2168, 1700, 1764, 1339, 1200
#> $ roomboard_off <dbl> 8830, 7320, 13050, 9850, 5815, 11728, 9216, 9406, 10332, 8910, 12494, 13780, 10900, 13770, 11360, 12888, 12492, 13882, 13884, 12910, 13882, 11358, 12492, 10667, 12638, 12050, 13882, 13882, 14348, 9693, 12021, 9694, 12436, 13850, 10750, 9698, 12303, 13040, 11400, 9764, 9636, 11837, 10304, 19125, 11680, 9700, 9354, 10622, 9828, 8032, 7526, 9258, 13030, 17362, 8974, 8350, 3858, 8724, 13387, 10868, 10882, 8082, 11500, 6588, 16699, 7200, 10186, 9211, 9430, 7170, 7170, 7170, 8588, 8629, 9470, 9610, 11169, 10252, 10575, 5210, 3600, 12184, 7538, 9514, 10920, 7713, 10321, 15772, 8780, 13844, 10164, 9700, 9980, 11876, 11352, 10200, 14870, 12200, 10310, 14500, 11890, 10396, 10464, 7400, 8128, 5560, 9550, 10872, 9784, 9134, 9561, 17358, 7112, 9377, 7460, 8230, 8862, 8700, 6100, 7394, 10000, 10298, 9516, 9516, 6400, 10640, 8288, 15596, 8826, 8648, 9190, 10558, 10938, 10973, 8967, 10964, 10849, 17934, 13108, 11942, 8944, 8224, 9720, 17010, 13713, 13713, 13713, 2900, 11924, 10230, 25000, 13150, 17578, 7222, 9750, 8090, 11241, 12900, 15217, 12865, 13283, 8380, 9241, 8070, 7153, 12218, 9823, 8744, 9636, 10635, 8624, 8208, 10100, 7856, 12342, 14298, 12102, 12000, 12454, 11706, 12268, 7514, 11376, 8990, 10280, 10528, 11822, 12200, 10524, 11219, 9438, 10000, 13349, 14536, 9504, 12336, 12860, 8190, 12400, 10540, 7464, 8008, 9711, 7952, 9153, 8246, 8200, 9100, 10238, 6610, 9400, 9310, 10576, 7780, 11067, 7872, 7670, 8868, 7260, 9710, 8410, 10070, 9496, 12000, 9558, 9081, 8582, 7448, 7880, 9936, 10000, 12186, 9490, 8405, 11280, 10941, 11499, 7350, 14625, 8350, 9254, 8340, 7186, 7600, 10446, 10030, 10320, 7314, 11161, 8000, 12826, 15450, 9672
#> $ oth_expense_off <dbl> 3090, 4228, 4116, 5498, 5227, 7568, 4708, 5213, 4104, 5202, 4158, 2924, 2516, 2658, 2478, 2870, 2658, 2924, 2706, 2934, 2924, 2182, 2658, 5140, 2444, 3296, 2966, 2925, 1880, 1360, 2634, 6164, 2650, 2500, 2644, 3972, 5664, 5500, 7700, 4970, 6313, 5354, 4764, 8010, 2552, 4100, 2100, 3860, 4400, 3952, 2326, 4994, 2899, 2220, 4030, 3440, 3520, 4115, 2364, 7000, 3628, 5538, 1600, 6489, 1450, 4120, 2941, 2768, 3798, 3798, 3798, 3798, 3420, 2950, 5924, 3070, 3190, 3581, 4769, 3260, 6150, 3260, 6478, 5364, 3564, 3307, 6871, 5420, 3919, 1060, 2200, 3650, 3000, 4045, 2700, 1700, 1950, 2800, 3402, 2550, 2000, 2434, 4400, 2578, 1272, 1846, 3204, 2454, 2368, 5754, 2366, 2500, 2536, 2200, 2304, 2700, 2166, 2746, 5100, 4400, 3570, 4756, 5434, 5164, 3246, 3448, 4034, 3408, 3757, 3630, 5682, 4500, 6688, 3550, 3926, 5576, 6282, 3013, 3200, 3983, 3764, 5080, 7208, 4860, 5302, 5302, 5302, 1500, 2748, 3660, 2500, 1400, 2000, 3450, 2086, 2632, 3505, 5336, 1665, 4666, 5283, 3286, 3644, 2426, 4220, 3404, 3496, 2536, 4667, 2442, 4604, 3296, 2516, 3422, 3152, 1900, 5666, 3470, 2014, 2870, 2706, 5358, 2784, 3635, 5433, 2120, 1680, 3700, 4350, 2550, 3930, 1700, 2666, 2060, 3258, 5934, 2520, 2358, 2200, 4111, 3000, 5441, 4538, 5700, 4512, 4162, 4150, 3600, 5666, 3420, 8010, 3350, 4430, 3938, 5508, 3300, 4170, 3454, 3910, 4118, 4512, 4310, 4292, 4700, 4666, 4420, 4854, 4500, 3770, 3678, 2302, 4908, 4038, 3300, 3120, 3180, 4170, 2976, 3561, 2944, 3146, 2620, 3358, 2700, 3096, 3306, 3040, 6107, 3251, 4800, 2668, 2925, 3400
#> $ tuitfee_grad_res <dbl> 9366, 8458, 10470, 19140, 7948, 11192, 11506, 9284, 8350, 5918, 16444, 8123, 7994, 7876, 8306, 7689, 7579, 7826, 7830, 7726, 7649, 7853, 8166, 12683, 8475, 8350, 7750, 8684, 42305, 11716, 45591, 8641, 15996, 18450, 13650, 11219, 5510, 17626, 17820, 8872, 9876, 11097, 11543, 19175, 9630, 10428, 9062, 5004, 9004, 10762, 5286, 6490, 16168, 17320, 8440, 8971, 10800, 8776, 19290, 9268, 16343, 8970, 19442, 7797, 18320, 13677, 14583, 7954, 9395, 7243, 7243, 7243, 10357, 9803, 16300, 10438, 9712, 8360, 6078, 10242, 12204, 12236, 12442, 10392, 13608, 11400, 7122, 11887, 7958, 51010, 8666, 20622, 7670, 8478, 8370, 27306, 49886, 10238, 7191, 20718, 29835, 5724, 25818, 16355, 7046, 15408, 13410, 21794, 16764, 16503, 14235, 12778, 7563, 17735, 17483, 8256, 11160, 24600, 7261, 6878, 7659, 9576, 7471, 10668, 8025, 19896, 5554, 49280, 5893, 6090, 5500, 5287, 15920, 16472, 24856, 12140, 17676, 18633, 21722, 13900, 4941, 4650, 38958, 45554, 10690, 10438, 10560, 23308, 32651, 27198, 30176, 21330, 42368, 13782, 12694, 12921, 13347, 12566, 35874, 17200, 20025, 7721, 7288, 5533, 7447, 11606, 7278, 7753, 7124, 10572, 7043, 5924, 7192, 8643, 9136, 42610, 14468, 9679, 13528, 12425, 9510, 14721, 13474, 8902, 8169, 15504, 30634, 14565, 15508, 11184, 10489, 10715, 14898, 35604, 14976, 16676, 13991, 25100, 7178, 12798, 14612, 8558, 9773, 9371, 10463, 9234, 11070, 9876, 12834, 9420, 6890, 19890, 31500, 5776, 8938, 16206, 6608, 6427, 7968, 6109, 8819, 11300, 5623, 26688, 7101, 7525, 6349, 6680, 6277, 7527, 17012, 13724, 10568, 10958, 13143, 11794, 20118, 23238, 16266, 7750, 7420, 9000, 9220, 8762, 11943, 11789, 5673, 4494, 2524, 3552, 8649, 7645, 8961
#> $ tuitfee_grad_nres <dbl> 17496, 14632, 26950, 19140, 15094, 21712, 24176, 19004, 19813, 10544, 16444, 17051, 16922, 16804, 17234, 16617, 16507, 16754, 16758, 16654, 16577, 16781, 17094, 27785, 17403, 17278, 16678, 17612, 42305, 25692, 45591, 12946, 37032, 18450, 13650, 24019, 11726, 17626, 17820, 28657, 24669, 24202, 26697, 19175, 9630, 21126, 24894, 15192, 24502, 26360, 14826, 17866, 37648, 17320, 22890, 8971, 10800, 13978, 19290, 16636, 25297, 16542, 19442, 14205, 18320, 13677, 30369, 12938, 24049, 16256, 16256, 16256, 27961, 20277, 16300, 23134, 9712, 16896, 13609, 10242, 12204, 28380, 25682, 15774, 13608, 16320, 16145, 28822, 14899, 51010, 25640, 20622, 19298, 15264, 13572, 27306, 49886, 10238, 8811, 20718, 29835, 5724, 25818, 29075, 10569, 15408, 13410, 43674, 32940, 33696, 29118, 12778, 7563, 26615, 26363, 12084, 11160, 24600, 17614, 6878, 16529, 24286, 17694, 26184, 8025, 19896, 10234, 49280, 20554, 14428, 19410, 19197, 29210, 21147, 24856, 17513, 17676, 30225, 21722, 19663, 15107, 10354, 38958, 45554, 19280, 19028, 19150, 23308, 32651, 27198, 30176, 21330, 42368, 13782, 24034, 24261, 24687, 23906, 35874, 17200, 20025, 20890, 20179, 16381, 19852, 28817, 20449, 21202, 19824, 25094, 19262, 16181, 17599, 20642, 14642, 42610, 26210, 16411, 30242, 32873, 17502, 25057, 22890, 13402, 22272, 15504, 30634, 22053, 22519, 16442, 15497, 10715, 20994, 35604, 21072, 22526, 20015, 25100, 13514, 27408, 27870, 15491, 23753, 23627, 19247, 23346, 11070, 25994, 31252, 21060, 6890, 19890, 31500, 13120, 18082, 16206, 13952, 13771, 16128, 13452, 17316, 21518, 13452, 26688, 22700, 14869, 7028, 6680, 19586, 23902, 40076, 32402, 21204, 19930, 25271, 26279, 20118, 23238, 28314, 13402, 17910, 23238, 18351, 17893, 25269, 24826, 14313, 4494, 6642, 3552, 17577, 16573, 31216
#> $ coa_grad_res <dbl> 22886, 21606, 28836, 35488, 20119, 32096, 26533, 25618, 23832, 21167, 34888, 26725, 22910, 26095, 23936, 25211, 24521, 26530, 25920, 25468, 26353, 22993, 25108, 30126, 25217, 25514, 26498, 27390, 59733, 23969, 61446, 25699, 31932, 35600, 28044, 26289, 25177, 37766, 38420, 24758, 26963, 29878, 27611, 47810, 25582, 25428, 21716, 20784, 24832, 23752, 16738, 21942, 33049, 38102, 22644, 21961, 19178, 23415, 36145, 28036, 32253, 23532, 33742, 23274, 37669, 25797, 28810, 20773, 23827, 19415, 19415, 19415, 23315, 22282, 32894, 24198, 25057, 23193, 22422, 19952, 23054, 28680, 27658, 26070, 29352, 23420, 26063, 34239, 21877, 67114, 22030, 35372, 21850, 26899, 23722, 40456, 67706, 26038, 22103, 39048, 44725, 19560, 41782, 27333, 17360, 23514, 27436, 36168, 29992, 32587, 27110, 33836, 18111, 30312, 28447, 20386, 23338, 37046, 20761, 20072, 22429, 25974, 23401, 26348, 19471, 35184, 18976, 69264, 19876, 19448, 21670, 21645, 34746, 32379, 38983, 29980, 36376, 40930, 39030, 31422, 18947, 19420, 56906, 68824, 31069, 30817, 30939, 28708, 48335, 42388, 59676, 36980, 63016, 25554, 25730, 24643, 29289, 31702, 54196, 35509, 39815, 20087, 21453, 16429, 20220, 28670, 21797, 19989, 22927, 24731, 21375, 18933, 21959, 20921, 25630, 60008, 33736, 25949, 29212, 28235, 25514, 28743, 28882, 22627, 24596, 29102, 45186, 32555, 31382, 25953, 25485, 23415, 31913, 53480, 28938, 35946, 30571, 36948, 22978, 28472, 26076, 23207, 25572, 24113, 25543, 23182, 24520, 23976, 30336, 21750, 25550, 33800, 47950, 18894, 26813, 28578, 19658, 19941, 19958, 21137, 22947, 26342, 20627, 44438, 22325, 22226, 20785, 19440, 18737, 22373, 30514, 32018, 26631, 23863, 30347, 26815, 37287, 34389, 35277, 20144, 20920, 20860, 20564, 20062, 26685, 25925, 20233, 18760, 19104, 18052, 25907, 27359, 23233
#> $ coa_grad_nres <dbl> 31016, 27780, 45316, 35488, 27265, 42616, 39203, 35338, 35295, 25793, 34888, 35653, 31838, 35023, 32864, 34139, 33449, 35458, 34848, 34396, 35281, 31921, 34036, 45228, 34145, 34442, 35426, 36318, 59733, 37945, 61446, 30004, 52968, 35600, 28044, 39089, 31393, 37766, 38420, 44543, 41756, 42983, 42765, 47810, 25582, 36126, 37548, 30972, 40330, 39350, 26278, 33318, 54529, 38102, 37094, 21961, 19178, 28617, 36145, 35404, 41207, 31104, 33742, 29682, 37669, 25797, 44596, 25757, 38481, 28428, 28428, 28428, 40919, 32756, 32894, 36894, 25057, 31729, 29953, 19952, 23054, 44824, 40898, 31452, 29352, 28340, 35086, 51174, 28818, 67114, 39004, 35372, 33478, 33685, 28924, 40456, 67706, 26038, 23723, 39048, 44725, 19560, 41782, 40053, 20883, 23514, 27436, 58048, 46168, 49780, 41993, 33836, 18111, 39192, 37327, 24214, 23338, 37046, 31114, 20072, 31299, 40684, 33624, 41864, 19471, 35184, 23656, 69264, 34537, 27786, 35580, 35555, 48036, 37054, 38983, 35353, 36376, 52522, 39030, 37185, 29113, 25124, 56906, 68824, 39659, 39407, 39529, 28708, 48335, 42388, 59676, 36980, 63016, 25554, 37070, 35983, 40629, 43042, 54196, 35509, 39815, 33256, 34344, 27277, 32625, 45881, 34968, 33438, 35627, 39253, 33594, 29190, 32366, 32920, 31136, 60008, 45478, 32681, 45926, 48683, 33506, 39079, 38298, 27127, 38699, 29102, 45186, 40043, 38393, 31211, 30493, 23415, 38009, 53480, 35034, 41796, 36595, 36948, 29314, 43082, 39334, 30140, 39552, 38369, 34327, 37294, 24520, 40094, 48754, 33390, 25550, 33800, 47950, 26238, 35957, 28578, 27002, 27285, 28118, 28480, 31444, 36560, 28456, 44438, 37924, 29570, 21464, 19440, 32046, 38748, 53578, 50696, 37267, 32835, 42475, 41300, 37287, 34389, 47325, 25796, 31410, 35098, 29695, 29193, 40011, 38962, 28873, 18760, 23222, 18052, 34835, 36287, 45488
# investigate data structure
# one observation per opeid6
df_socialwork %>% group_by(opeid6) %>% summarise(n_per_key=n()) %>% ungroup() %>% count(n_per_key)
#> # A tibble: 1 x 2
#> n_per_key n
#> <int> <int>
#> 1 1 253
# also, one observation per unitid
df_socialwork %>% group_by(unitid) %>% summarise(n_per_key=n()) %>% ungroup() %>% count(n_per_key)
#> # A tibble: 1 x 2
#> n_per_key n
#> <int> <int>
#> 1 1 253
##### create data frame that only contains observations for MAs in business
#particularly the degree "Business Administration, Management and Operations", which is associated with general MBA programs
#df_score_ipeds %>% filter(cipdig2=="52") %>% count(cipcode)
#df_score_ipeds %>% filter(cipdig2=="52") %>% count(cipdesc)
df_mba <- df_score_ipeds %>%
filter(cipcode=='5202') %>%
# remove observations with missing values of cost of attendance (better for teaching concepts)
filter(!is.na(coa_grad_res))
df_mba %>% glimpse()
#> Rows: 665
#> Columns: 36
#> $ opeid6 <chr> "001002", "001052", "025034", "001055", "001051", "001009", "001003", "001004", "001016", "001036", "001047", "001063", "001061", "001081", "001083", "001082", "001101", "001108", "001090", "001089", "001092", "001097", "001100", "001107", "001117", "001125", "001133", "001143", "007993", "001157", "001142", "001144", "001146", "001141", "001147", "001137", "001138", "001139", "001140", "001153", "001150", "001313", "001314", "001315", "001316", "001317", "001164", "020705", "001196", "001253", "001205", "001183", "001149", "001216", "001215", "001243", "011460", "001179", "001252", "001329", "010149", "001262", "001322", "001151", "010395", "001154", "001325", "001155", "001326", "001302", "001156", "001328", "001343", "001345", "004508", "004509", "001370", "009401", "001350", "001371", "001363", "001374", "001416", "001378", "001417", "001385", "001422", "001397", "001402", "001403", "001409", "001406", "001380", "001431", "007948", "001434", "001443", "001444", "001460", "001466", "001505", "003954", "001479", "001480", "001481", "001469", "009635", "001488", "001535", "001495", "021519", "001536", "009841", "001509", "008849", "001515", "001526", "001537", "001468", "001531", "001521", "001538", "003955", "001544", "001556", "008976", "001561", "001564", "001569", "001573", "001602", "001572", "001598", "001588", "001599", "001601", "001605", "001610", "007279", "001616", "001620", "001626", "001624", "001634", "001641", "001666", "001671", "001674", "001676", "009145", "001776", "001767", "001692", "001700", "001707", "001710", "001722", "001733", "001734", "001735", "001737", "001739", "001693", "001741", "001746", "001748", "001749", "001750", "001664", "001768", "001758", "001759", "001780", "001785", "001787", "001788", "001800", "001804", "001808", "001807", "001811", "001822", "001832", "001842", "001891", "001869", "001892", "001880", "001889", "001893", "001903", "001927", "001915", "001918", "001948", "001939", "001928", "007032", "001926", "001943", "001940", "001949", "001950", "001954", "001959", "001962", "001975", "002002", "002010", "002008", "002017", "002015", "002005", "002020", "002024", "002025", "002031", "002029", "002053", "002051", "002054", "002052", "002102", "002062", "002072", "002076", "002077", "002078", "011644", "002103", "002083", "002086", "002091", "002114", "002117", "002118", "002122", "002124", "002128", "002130", "002133", "002183", "021829", "002139", "002143", "002184", "002161", "002221", "002222", "002199", "002188", "002208", "002211", "002210", "002218", "002226", "002233", "002190", "002238", "002243", "002249", "002323", "002259", "002262", "002266", "002279", "002325", "002290", "002326", "002327", "002307", "002314", "002316", "002318", "002329", "002330", "002334", "009058", "002347", "002354", "010374", "003969", "002371", "002377", "002380", "002345", "002342", "002375", "002394", "002396", "002397", "002403", "002410", "002440", "002424", "002415", "002423", "002441", "002447", "002449", "002454", "002461", "002463", "002464", "002480", "007540", "002496", "002498", "002499", "002506", "002501", "002503", "002520", "002521", "002525", "002536", "009743", "002539", "002554", "002565", "002540", "002566", "002569", "002568", "002575", "002579", "002580", "002591", "002586", "002598", "002599", "002607", "002610", "002608", "002609", "002613", "002622", "002616", "002617", "002621", "009344", "002628", "002629", "002638", "002639", "009345", "021922", "002625", "002651", "002653", "002663", "002657", "002650", "002664", "002666", "002668", "002681", "002699", "009769", "002707", "002711", "007273", "002687", "007022", "002712", "002713", "002722", "002732", "002737", "002744", "002748", "002751", "002758", "002765", "002772", "002775", "002778", "002703", "020662", "002785", "002782", "002790", "002791", "002805", "002806", "002810", "002817", "002705", "002825", "002821", "002823", "002835", "002836", "002837", "002838", "002842", "002846", "002848", "010286", "002853", "002882", "010142", "002883", "002899", "002906", "002913", "002923", "002927", "002928", "002929", "002941", "002948", "002905", "002974", "002975", "002976", "002950", "002972", "002984", "002954", "002955", "002957", "002978", "002985", "002981", "002992", "002994", "003005", "002997", "003123", "003012", "003014", "003018", "003023", "003024", "003125", "003032", "003127", "003045", "003050", "003051", "003066", "003069", "003072", "003077", "007085", "003033", "003035", "003090", "003100", "003121", "003131", "010923", "003134", "003135", "003078", "003144", "003145", "003151", "003149", "003152", "003161", "003170", "003166", "003184", "003179", "003181", "003185", "003193", "003194", "003208", "003210", "003223", "003212", "003216", "003224", "003219", "003986", "003233", "003315", "003241", "003316", "003303", "003244", "003318", "003252", "003256", "003258", "003259", "003266", "003267", "003270", "003275", "003277", "003287", "003288", "003289", "003290", "003296", "003988", "003329", "003378", "003357", "003360", "003366", "003384", "003362", "003326", "003327", "003371", "003388", "003391", "003328", "003313", "003394", "003399", "003402", "003404", "003406", "003414", "003411", "003418", "003419", "003422", "003428", "003425", "003441", "003448", "003451", "003456", "003469", "003474", "003478", "003479", "003481", "003482", "003485", "003486", "003487", "003496", "003500", "003502", "003509", "003510", "003529", "003530", "003531", "003522", "003523", "003527", "003528", "003537", "003541", "003545", "003557", "011161", "003560", "003651", "031703", "003565", "003576", "011711", "003612", "013231", "003652", "003578", "003581", "009651", "003584", "003588", "003592", "003594", "003598", "003630", "003604", "003621", "003654", "003606", "003623", "003613", "003616", "003624", "003615", "003631", "003639", "003632", "003656", "003658", "009741", "003661", "011163", "003636", "010115", "003642", "003644", "003646", "003663", "003665", "003670", "003678", "003677", "004027", "003675", "003680", "003681", "003684", "003692", "003696", "003705", "030913", "003708", "003749", "003714", "003721", "020530", "003720", "003746", "003724", "003728", "003737", "003754", "003735", "003745", "013022", "003775", "003778", "003783", "003785", "003794", "003790", "003800", "003798", "003802", "003804", "003812", "003827", "003832", "003837", "003838", "003842", "003848", "003854", "003861", "003863", "003911", "003917", "003920", "003896", "003921", "003923", "003932", "025875", "003941", "011719", "001825", "006942", "041618", "030113", "030375", "032603", "033394", "032553", "039803", "041425", "001579"
#> $ unitid <dbl> 100654, 100663, 100690, 100706, 100751, 100858, 101189, 101709, 101879, 102049, 102368, 102614, 102669, 104151, 104179, 105330, 106245, 106397, 106458, 106467, 106704, 107044, 107141, 107983, 109785, 110361, 110413, 110422, 110486, 110495, 110510, 110529, 110538, 110547, 110556, 110565, 110574, 110583, 110592, 110608, 110617, 110644, 110653, 110662, 110671, 110680, 111948, 112075, 113698, 114813, 115083, 115728, 115755, 117140, 117627, 119173, 119605, 120184, 120537, 120883, 121150, 121309, 121691, 122409, 122436, 122597, 122612, 122755, 122931, 123554, 123572, 123961, 125897, 126182, 126562, 126580, 126614, 126669, 126818, 127060, 127918, 128498, 128744, 128771, 129020, 129242, 129525, 129941, 130226, 130253, 130314, 130493, 130776, 130943, 131113, 131159, 131450, 131469, 131876, 132471, 132657, 132903, 133553, 133650, 133669, 133881, 133951, 134079, 134130, 134945, 135081, 135726, 136172, 136215, 136330, 136950, 137032, 137351, 137476, 137546, 137564, 137847, 138354, 138716, 139199, 139311, 139366, 139658, 139755, 139764, 139861, 139931, 139959, 140818, 141264, 141334, 141486, 141574, 141644, 142115, 142276, 142285, 142461, 143118, 143358, 144351, 144740, 144892, 144962, 145336, 145600, 145619, 145813, 146339, 146612, 146719, 147013, 147536, 147660, 147679, 147703, 147767, 147776, 147828, 148335, 148405, 148487, 148496, 148584, 148627, 149222, 149231, 149772, 150066, 150145, 150163, 150677, 151263, 151306, 151324, 151388, 151801, 152336, 152600, 153278, 153603, 153658, 154013, 154235, 154493, 154688, 155025, 155061, 155089, 155317, 155335, 155399, 155520, 155681, 155812, 155900, 156082, 156125, 156286, 156365, 156541, 157377, 157951, 159391, 159647, 159717, 159939, 159966, 159993, 160612, 160621, 160658, 160755, 161253, 161518, 161554, 161563, 161873, 162007, 162584, 162760, 162928, 163046, 163204, 163286, 163453, 163462, 163851, 164447, 164492, 164562, 164632, 164739, 164924, 164988, 165015, 165024, 165167, 165334, 165529, 165820, 166513, 166629, 166638, 167358, 167729, 167783, 167899, 167987, 168005, 168254, 168421, 168430, 168740, 169248, 169479, 169716, 169798, 169983, 170037, 170675, 170976, 171100, 171137, 171146, 171571, 172051, 172264, 172334, 172644, 172699, 173045, 173160, 173328, 173665, 174020, 174066, 174491, 174783, 174817, 174914, 175005, 175078, 175272, 175342, 175421, 175616, 175856, 176017, 176044, 176053, 176080, 176372, 176479, 176628, 176965, 177214, 177339, 177418, 177968, 178244, 178624, 178721, 179043, 179159, 179557, 179566, 179867, 179894, 179964, 180489, 180814, 180948, 181394, 181464, 181604, 181783, 182281, 182290, 182795, 182980, 183026, 183080, 183211, 183910, 183974, 184603, 184612, 184773, 184782, 185129, 185262, 185572, 185590, 185828, 186201, 186283, 186380, 186432, 186867, 186876, 187046, 187444, 187648, 187897, 187985, 188030, 188182, 188304, 188429, 188641, 189705, 190044, 190114, 190150, 190415, 190512, 190549, 190637, 190716, 190761, 191241, 191649, 191931, 192192, 192323, 192448, 192703, 192819, 193016, 193292, 193353, 193399, 193654, 193900, 194091, 194161, 194310, 194958, 195003, 195128, 195164, 195234, 195544, 195720, 195809, 196060, 196079, 196088, 196097, 196130, 196176, 196194, 196264, 196291, 196413, 196592, 197045, 197197, 197869, 198136, 198464, 198516, 198543, 198561, 198835, 199032, 199102, 199120, 199139, 199148, 199157, 199193, 199218, 199281, 199306, 199412, 199847, 199962, 200004, 200217, 200253, 200280, 200332, 200800, 201104, 201195, 201441, 201548, 201645, 201885, 202134, 202480, 202763, 203368, 203517, 203580, 203757, 203775, 204024, 204194, 204200, 204617, 204796, 204857, 206048, 206084, 206279, 206349, 206437, 206604, 206622, 206695, 206835, 206862, 206941, 207263, 207388, 207458, 207500, 207847, 207865, 207971, 208646, 208822, 209409, 209542, 209551, 209612, 209807, 209825, 210146, 210739, 210775, 211158, 211352, 211361, 211431, 211556, 211644, 211981, 212054, 212106, 212133, 212601, 212656, 212832, 212984, 213020, 213367, 213507, 213543, 213598, 213826, 214272, 214777, 215062, 215442, 215691, 215743, 215929, 215947, 216010, 216038, 216339, 216597, 216694, 216764, 216852, 216931, 217059, 217165, 217235, 217402, 217484, 217536, 217633, 217688, 217776, 217819, 217882, 218441, 218663, 218724, 218964, 219383, 219471, 219602, 219709, 219806, 219833, 219949, 219976, 220075, 220516, 220613, 220631, 220862, 220978, 221740, 221759, 221768, 221838, 221847, 221953, 221971, 222178, 222831, 223232, 224004, 224147, 224226, 224323, 224545, 224554, 225399, 225414, 225432, 225502, 225511, 225627, 226091, 226152, 226231, 226471, 226833, 227216, 227331, 227526, 227757, 227845, 227863, 227881, 228149, 228246, 228325, 228431, 228459, 228529, 228705, 228723, 228769, 228778, 228787, 228796, 228802, 228875, 229027, 229063, 229115, 229179, 229780, 229814, 230038, 230603, 230728, 230737, 230764, 230782, 230807, 230852, 230995, 231174, 231624, 231651, 232043, 232186, 232265, 232423, 232557, 232609, 232681, 232706, 232982, 233541, 233921, 234030, 234076, 234915, 235097, 235316, 236133, 236230, 236452, 236595, 236939, 236948, 237011, 237066, 237367, 238032, 238193, 238430, 238458, 238616, 238661, 238980, 239080, 239105, 240107, 240268, 240365, 240453, 240462, 240471, 240727, 241739, 243346, 243601, 243780, 245953, 262086, 366711, 367884, 409698, 433387, 433660, 441937, 459727, 482149
#> $ instnm <chr> "Alabama A & M University", "University of Alabama at Birmingham", "Amridge University", "University of Alabama in Huntsville", "The University of Alabama", "Auburn University", "Faulkner University", "University of Montevallo", "University of North Alabama", "Samford University", "Troy University", "University of Alaska Fairbanks", "Alaska Pacific University", "Arizona State University-Tempe", "University of Arizona", "Northern Arizona University", "University of Arkansas at Little Rock", "University of Arkansas", "Arkansas State University-Main Campus", "Arkansas Tech University", "University of Central Arkansas", "Harding University", "John Brown University", "Southern Arkansas University Main Campus", "Azusa Pacific University", "California Baptist University", "California Lutheran University", "California Polytechnic State University-San Luis Obispo", "California State University-Bakersfield", "California State University-Stanislaus", "California State University-San Bernardino", "California State Polytechnic University-Pomona", "California State University-Chico", "California State University-Dominguez Hills", "California State University-Fresno", "California State University-Fullerton", "California State University-East Bay", "California State University-Long Beach", "California State University-Los Angeles", "California State University-Northridge", "California State University-Sacramento", "University of California-Davis", "University of California-Irvine", "University of California-Los Angeles", "University of California-Riverside", "University of California-San Diego", "Chapman University", "Concordia University-Irvine", "Dominican University of California", "Fresno Pacific University", "Golden Gate University-San Francisco", "Holy Names University", "Humboldt State University", "University of La Verne", "La Sierra University", "Mount Saint Mary's University", "National University", "Notre Dame de Namur University", "Hope International University", "University of the Pacific", "Pepperdine University", "Point Loma Nazarene University", "University of Redlands", "San Diego State University", "University of San Diego", "San Francisco State University", "University of San Francisco", "San Jose State University", "Santa Clara University", "Saint Mary's College of California", "Sonoma State University", "University of Southern California", "Woodbury University", "Adams State University", "University of Colorado Denver/Anschutz Medical Campus", "University of Colorado Colorado Springs", "University of Colorado Boulder", "Colorado Christian University", "Colorado State University-Fort Collins", "University of Denver", "Regis University", "Albertus Magnus College", "University of Bridgeport", "Central Connecticut State University", "University of Connecticut", "Fairfield University", "University of Hartford", "University of New Haven", "Quinnipiac University", "Sacred Heart University", "University of Saint Joseph", "Southern Connecticut State University", "Western Connecticut State University", "University of Delaware", "Wilmington University", "American University", "Gallaudet University", "George Washington University", "Trinity Washington University", "Barry University", "Lynn University", "University of Central Florida", "Embry-Riddle Aeronautical University-Daytona Beach", "Florida Agricultural and Mechanical University", "Florida Atlantic University", "Florida Institute of Technology", "Florida International University", "Florida Southern College", "University of Florida", "Jacksonville University", "Keiser University-Ft Lauderdale", "University of Miami", "University of North Florida", "Nova Southeastern University", "Palm Beach Atlantic University", "Rollins College", "Saint Leo University", "University of South Florida-Main Campus", "St. Thomas University", "Stetson University", "Southeastern University", "The University of Tampa", "The University of West Florida", "Albany State University", "Brenau University", "Clayton State University", "Columbus State University", "Emory University", "Georgia Institute of Technology-Main Campus", "Georgia Southwestern State University", "Georgia College & State University", "Georgia Southern University", "University of Georgia", "Piedmont College", "Valdosta State University", "University of West Georgia", "Chaminade University of Honolulu", "University of Hawaii at Manoa", "Hawaii Pacific University", "Boise State University", "Idaho State University", "University of Idaho", "Northwest Nazarene University", "Aurora University", "Bradley University", "Concordia University-Chicago", "DePaul University", "Eastern Illinois University", "Elmhurst College", "Governors State University", "University of Illinois at Chicago", "Benedictine University", "Illinois State University", "Judson University", "Lewis University", "Loyola University Chicago", "McKendree University", "National Louis University", "North Central College", "North Park University", "Northern Illinois University", "Northwestern University", "Northeastern Illinois University", "Olivet Nazarene University", "Robert Morris University Illinois", "Rockford University", "Roosevelt University", "Dominican University", "University of St Francis", "Saint Xavier University", "Southern Illinois University-Carbondale", "Southern Illinois University-Edwardsville", "Western Illinois University", "Anderson University", "Bethel University", "Butler University", "Grace College and Theological Seminary", "University of Indianapolis", "University of Southern Indiana", "Indiana State University", "Indiana University-East", "Indiana Wesleyan University-Marion", "University of Saint Francis-Fort Wayne", "Valparaiso University", "University of Dubuque", "Iowa State University", "University of Iowa", "Mount Mercy University", "Saint Ambrose University", "Upper Iowa University", "Baker University", "Emporia State University", "Fort Hays State University", "Friends University", "University of Kansas", "Newman University", "Kansas State University", "MidAmerica Nazarene University", "Pittsburg State University", "University of Saint Mary", "Southwestern College", "Washburn University", "Wichita State University", "Bellarmine University", "Campbellsville University", "University of the Cumberlands", "Midway University", "Western Kentucky University", "Louisiana State University and Agricultural & Mechanical College", "Louisiana Tech University", "McNeese State University", "University of New Orleans", "Nicholls State University", "University of Louisiana at Monroe", "Southeastern Louisiana University", "Southern University and A & M College", "University of Louisiana at Lafayette", "Tulane University of Louisiana", "University of Maine", "Saint Joseph's College of Maine", "University of Southern Maine", "Thomas College", "University of Baltimore", "Bowie State University", "Frostburg State University", "Hood College", "Johns Hopkins University", "Loyola University Maryland", "University of Maryland Global Campus", "University of Maryland-College Park", "Morgan State University", "Mount St. Mary's University", "Salisbury University", "American International College", "Anna Maria College", "Assumption College", "Bay Path University", "Bentley University", "Boston College", "Boston University", "Brandeis University", "Bridgewater State University", "Cambridge College", "Clark University", "Curry College", "Fitchburg State University", "University of Massachusetts-Lowell", "University of Massachusetts-Amherst", "University of Massachusetts-Boston", "Northeastern University", "Salem State University", "Simmons University", "Springfield College", "University of Massachusetts-Dartmouth", "Suffolk University", "Western New England University", "Worcester Polytechnic Institute", "Worcester State University", "Andrews University", "Central Michigan University", "Davenport University", "University of Detroit Mercy", "Eastern Michigan University", "Kettering University", "Cornerstone University", "Lawrence Technological University", "University of Michigan-Ann Arbor", "Michigan State University", "University of Michigan-Dearborn", "University of Michigan-Flint", "Oakland University", "Saginaw Valley State University", "Siena Heights University", "Spring Arbor University", "Wayne State University", "Western Michigan University", "Augsburg University", "Bethel University", "Concordia University-Saint Paul", "Hamline University", "Metropolitan State University", "University of Minnesota-Twin Cities", "University of Northwestern-St Paul", "Saint Cloud State University", "Saint Mary's University of Minnesota", "University of St Thomas", "St Catherine University", "Southwest Minnesota State University", "Winona State University", "Alcorn State University", "Belhaven University", "Delta State University", "Jackson State University", "University of Mississippi", "Mississippi Valley State University", "Mississippi College", "Mississippi State University", "University of Southern Mississippi", "William Carey University", "Avila University", "University of Central Missouri", "Drury University", "Evangel University", "Fontbonne University", "Lindenwood University", "Missouri Baptist University", "Northwest Missouri State University", "Park University", "Rockhurst University", "Saint Louis University", "Southeast Missouri State University", "Missouri State University-Springfield", "Washington University in St Louis", "Webster University", "William Woods University", "The University of Montana", "Bellevue University", "Chadron State College", "University of Nebraska at Omaha", "University of Nebraska-Lincoln", "College of Saint Mary", "Wayne State College", "University of Nevada-Las Vegas", "University of Nevada-Reno", "Franklin Pierce University", "New England College", "Southern New Hampshire University", "Plymouth State University", "Rivier University", "Caldwell University", "Centenary University", "Fairlei...
#> $ control <dbl+lbl> 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1
#> $ ccbasic <dbl+lbl> 18, 15, 20, 16, 15, 15, 19, 19, 18, 17, 18, 16, 20, 15, 15, 16, 16, 15, 16, 18, 17, 17, 19, 18, 16, 18, 18, 18, 18, 18, 18, 18, 18, 18, 17, 18, 18, 18, 18, 18, 18, 15, 15, 15, 15, 15, 16, 18, 19, 18, 18, 19, 19, 17, 19, 18, 18, 19, 19, 17, 17, 18, 18, 16, 16, 18, 17, 18, 17, 18, 18, 15, 19, 18, 15, 16, 15, 19, 15, 16, 17, 19, 17, 18, 15, 18, 17, 18, 17, 17, 17, 18, 19, 15, 17, 16, 16, 15, 19, 17, 18, 15, 19, 16, 16, 16, 15, 19, 15, 18, 17, 15, 17, 16, 17, 18, 18, 15, 18, 18, 19, 18, 18, 19, 18, 19, 18, 15, 15, 19, 18, 16, 15, 18, 17, 17, 18, 15, 18, 16, 16, 16, 18, 17, 18, 18, 16, 18, 18, 18, 15, 17, 16, 20, 18, 16, 18, 17, 19, 18, 16, 15, 18, 18, 19, 20, 17, 18, 17, 18, 16, 17, 18, 19, 20, 18, 19, 17, 18, 17, 20, 20, 18, 17, 19, 15, 15, 19, 18, 18, 17, 18, 18, 18, 15, 18, 15, 19, 18, 19, 19, 17, 16, 17, 18, 17, 20, 17, 15, 16, 18, 16, 18, 17, 18, 18, 16, 15, 16, 18, 18, 20, 18, 18, 18, 18, 15, 18, 18, 15, 16, 19, 18, 18, 19, 19, 18, 18, 15, 15, 15, 18, 18, 16, 19, 18, 16, 15, 16, 15, 18, 17, 18, 16, 18, 17, 16, 18, 17, 16, 18, 17, 16, 19, 19, 18, 15, 15, 18, 17, 16, 18, 20, 18, 15, 16, 18, 17, 18, 18, 17, 15, 19, 18, 18, 17, 17, 19, 20, 19, 18, 18, 16, 15, 20, 17, 15, 15, 17, 19, 18, 19, 19, 18, 17, 18, 18, 18, 18, 16, 18, 17, 15, 18, 17, 16, 18, 19, 16, 15, 19, 19, 15, 15, 19, 18, 18, 18, 18, 19, 19, 18, 19, 19, 16, 18, 18, 18, 16, 15, 19, 18, 15, 18, 16, 18, 19, 18, 18, 18, 15, 16, 19, 18, 17, 18, 18, 16, 18, 15, 15, 18, 18, 18, 17, 20, 16, 17, 18, 19, 18, 17, 18, 18, 18, 18, 19, 20, 16, 15, 18, 18, 17, 18, 16, 17, 19, 18, 19, 17, 17, 15, 15, 15, 15, 18, 18, 18, 18, 20, 15, 17, 18, 19, 18, 17, 16, 17, 19, 17, 18, 20, 16, 15, 16, 16, 18, 15, 16, 18, 18, 18, 16, 17, 18, 17, 19, 16, 16, 16, 18, 18, 16, 19, 15, 15, 16, 16, 17, 19, 16, 19, 20, 19, 16, 19, 18, 18, 15, 16, 18, 16, 17, 19, 19, 16, 18, 18, 19, 18, 18, 18, 15, 17, 15, 18, 18, 16, 19, 17, 19, 15, 15, 17, 16, 19, 18, 18, 19, 18, 18, 18, 18, 17, 18, 20, 15, 16, 18, 17, 19, 19, 18, 17, 18, 20, 16, 19, 18, 18, 15, 15, 18, 19, 18, 18, 19, 18, 18, 15, 16, 19, 18, 17, 17, 20, 19, 18, 18, 16, 18, 19, 19, 18, 18, 15, 20, 15, 18, 18, 19, 16, 18, 17, 17, 18, 19, 17, 16, 18, 19, 17, 16, 17, 17, 15, 20, 16, 16, 19, 17, 18, 18, 16, 18, 16, 17, 18, 19, 17, 18, 18, 18, 18, 15, 17, 17, 18, 19, 18, 18, 15, 17, 18, 15, 18, 18, 17, 18, 16, 20, 17, 16, 18, 16, 15, 15, 15, 15, 15, 17, 16, 16, 16, 15, 17, 18, 18, 16, 18, 16, 20, 15, 18, 18, 18, 18, 16, 16, 17, 19, 15, 16, 18, 17, 19, 19, 18, 16, 17, 15, 15, 15, 18, 18, 17, 19, 19, 19, 17, 15, 15, 18, 19, 20, 15, 19, 17, 20, 17, 17, 18, 19, 16, 18, 19, 18, 15, 18, 19, 16, 18, 18, 17, 15, 19, 17, 18, 20, 19, 18, 18, 19, 18, 17
#> $ stabbr <chr> "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AK", "AK", "AZ", "AZ", "AZ", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "DE", "DE", "DC", "DC", "DC", "DC", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "HI", "HI", "HI", "ID", "ID", "ID", "ID", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IA", "IA", "IA", "IA", "IA", "IA", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KY", "KY", "KY", "KY", "KY", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "ME", "ME", "ME", "ME", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MT", "NE", "NE", "NE", "NE", "NE", "NE", "NV", "NV", "NH", "NH", "NH", "NH", "NH", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NM", "NM", "NM", "NM", "NM", "NM", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "ND", "ND", "ND", "ND", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OR", "OR", "OR", "OR", "OR", "OR", "OR", "OR", "OR", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "RI", "RI", "RI", "RI", "RI", "SC", "SC", "SC", "SC", "SC", "SC", "SC", "SC", "SC", "SD", "SD", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "UT", "UT", "UT", "UT", "UT", "UT", "UT", "VT", "VT", "VT", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WV", "WV", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WY", "PR", "PR", "PR", "IN", "OK", "CA", "CA", "FL", "CA", "UT", "FL", "CA", "CA", "GA"
#> $ region <dbl+lbl> 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 8, 8, 6, 6, 6, 5, 5, 5, 5, 5, 5, 5, 5, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 7, 7, 7, 7, 7, 7, 7, 7, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 8, 8, 8, 7, 7, 7, 7, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 7, 4, 4, 4, 4, 4, 4, 8, 8, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 6, 6, 6, 6, 6, 6, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 4, 4, 4, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 8, 8, 8, 8, 8, 8, 8, 8, 8, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 5, 5, 5, 5, 5, 5, 5, 5, 5, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 7, 7, 7, 7, 7, 7, 7, 1, 1, 1, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 5, 5, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 7, 9, 9, 9, 3, 6, 8, 8, 5, 8, 7, 5, 8, 8, 5
#> $ city <chr> "Normal", "Birmingham", "Montgomery", "Huntsville", "Tuscaloosa", "Auburn", "Montgomery", "Montevallo", "Florence", "Birmingham", "Troy", "Fairbanks", "Anchorage", "Tempe", "Tucson", "Flagstaff", "Little Rock", "Fayetteville", "Jonesboro", "Russellville", "Conway", "Searcy", "Siloam Springs", "Magnolia", "Azusa", "Riverside", "Thousand Oaks", "San Luis Obispo", "Bakersfield", "Turlock", "San Bernardino", "Pomona", "Chico", "Carson", "Fresno", "Fullerton", "Hayward", "Long Beach", "Los Angeles", "Northridge", "Sacramento", "Davis", "Irvine", "Los Angeles", "Riverside", "La Jolla", "Orange", "Irvine", "San Rafael", "Fresno", "San Francisco", "Oakland", "Arcata", "La Verne", "Riverside", "Los Angeles", "La Jolla", "Belmont", "Fullerton", "Stockton", "Malibu", "San Diego", "Redlands", "San Diego", "San Diego", "San Francisco", "San Francisco", "San Jose", "Santa Clara", "Moraga", "Rohnert Park", "Los Angeles", "Burbank", "Alamosa", "Denver", "Colorado Springs", "Boulder", "Lakewood", "Fort Collins", "Denver", "Denver", "New Haven", "Bridgeport", "New Britain", "Storrs", "Fairfield", "West Hartford", "West Haven", "Hamden", "Fairfield", "West Hartford", "New Haven", "Danbury", "Newark", "New Castle", "Washington", "Washington", "Washington", "Washington", "Miami", "Boca Raton", "Orlando", "Daytona Beach", "Tallahassee", "Boca Raton", "Melbourne", "Miami", "Lakeland", "Gainesville", "Jacksonville", "Fort Lauderdale", "Coral Gables", "Jacksonville", "Fort Lauderdale", "West Palm Beach", "Winter Park", "Saint Leo", "Tampa", "Miami Gardens", "DeLand", "Lakeland", "Tampa", "Pensacola", "Albany", "Gainesville", "Morrow", "Columbus", "Atlanta", "Atlanta", "Americus", "Milledgeville", "Statesboro", "Athens", "Demorest", "Valdosta", "Carrollton", "Honolulu", "Honolulu", "Honolulu", "Boise", "Pocatello", "Moscow", "Nampa", "Aurora", "Peoria", "River Forest", "Chicago", "Charleston", "Elmhurst", "University Park", "Chicago", "Lisle", "Normal", "Elgin", "Romeoville", "Chicago", "Lebanon", "Chicago", "Naperville", "Chicago", "Dekalb", "Evanston", "Chicago", "Bourbonnais", "Chicago", "Rockford", "Chicago", "River Forest", "Joliet", "Chicago", "Carbondale", "Edwardsville", "Macomb", "Anderson", "Mishawaka", "Indianapolis", "Winona Lake", "Indianapolis", "Evansville", "Terre Haute", "Richmond", "Marion", "Fort Wayne", "Valparaiso", "Dubuque", "Ames", "Iowa City", "Cedar Rapids", "Davenport", "Fayette", "Baldwin City", "Emporia", "Hays", "Wichita", "Lawrence", "Wichita", "Manhattan", "Olathe", "Pittsburg", "Leavenworth", "Winfield", "Topeka", "Wichita", "Louisville", "Campbellsville", "Williamsburg", "Midway", "Bowling Green", "Baton Rouge", "Ruston", "Lake Charles", "New Orleans", "Thibodaux", "Monroe", "Hammond", "Baton Rouge", "Lafayette", "New Orleans", "Orono", "Standish", "Portland", "Waterville", "Baltimore", "Bowie", "Frostburg", "Frederick", "Baltimore", "Baltimore", "Adelphi", "College Park", "Baltimore", "Emmitsburg", "Salisbury", "Springfield", "Paxton", "Worcester", "Longmeadow", "Waltham", "Chestnut Hill", "Boston", "Waltham", "Bridgewater", "Boston", "Worcester", "Milton", "Fitchburg", "Lowell", "Amherst", "Boston", "Boston", "Salem", "Boston", "Springfield", "North Dartmouth", "Boston", "Springfield", "Worcester", "Worcester", "Berrien Springs", "Mount Pleasant", "Grand Rapids", "Detroit", "Ypsilanti", "Flint", "Grand Rapids", "Southfield", "Ann Arbor", "East Lansing", "Dearborn", "Flint", "Rochester Hills", "University Center", "Adrian", "Spring Arbor", "Detroit", "Kalamazoo", "Minneapolis", "Saint Paul", "Saint Paul", "Saint Paul", "Saint Paul", "Minneapolis", "Saint Paul", "Saint Cloud", "Winona", "Saint Paul", "Saint Paul", "Marshall", "Winona", "Alcorn State", "Jackson", "Cleveland", "Jackson", "University", "Itta Bena", "Clinton", "Mississippi State", "Hattiesburg", "Hattiesburg", "Kansas City", "Warrensburg", "Springfield", "Springfield", "Saint Louis", "Saint Charles", "Saint Louis", "Maryville", "Parkville", "Kansas City", "Saint Louis", "Cape Girardeau", "Springfield", "Saint Louis", "Saint Louis", "Fulton", "Missoula", "Bellevue", "Chadron", "Omaha", "Lincoln", "Omaha", "Wayne", "Las Vegas", "Reno", "Rindge", "Henniker", "Manchester", "Plymouth", "Nashua", "Caldwell", "Hackettstown", "Teaneck", "Lodi", "Lakewood", "Glassboro", "Jersey City", "Union", "West Long Branch", "Montclair", "Newark", "Mahwah", "Lawrenceville", "New Brunswick", "Jersey City", "Hoboken", "Galloway", "Trenton", "Wayne", "Portales", "Las Vegas", "Albuquerque", "Las Cruces", "Hobbs", "Silver City", "Garden City", "Alfred", "Buffalo", "Potsdam", "New York", "New York", "Ithaca", "New York", "Brooklyn", "Bronx", "Buffalo", "Orangeburg", "Bronx", "Hempstead", "New Rochelle", "Keuka Park", "Syracuse", "Brookville", "Riverdale", "Poughkeepsie", "Dobbs Ferry", "Rockville Centre", "Newburgh", "Bronx", "New York", "New York", "Old Westbury", "New York", "New York", "Rochester", "Rochester", "Troy", "Saint Bonaventure", "Albany", "Brooklyn", "Rochester", "Queens", "Albany", "Vestal", "Buffalo", "Stony Brook", "Buffalo", "New Paltz", "Oswego", "Saratoga Springs", "Throggs Neck", "Syracuse", "New York", "Utica", "Staten Island", "Boone", "Buies Creek", "Greenville", "Elon", "Fayetteville", "Boiling Springs", "Hickory", "Montreat", "Greensboro", "Chapel Hill", "Charlotte", "Greensboro", "Durham", "Raleigh", "Wilmington", "Pembroke", "Misenheimer", "Charlotte", "Winston-Salem", "Wingate", "Cullowhee", "Bismarck", "Minot", "Grand Forks", "Fargo", "Akron", "Ashland", "Berea", "Bowling Green", "Columbus", "Cleveland", "Cincinnati", "Cleveland", "Dayton", "Findlay", "University Heights", "Kent", "Painesville", "Sylvania", "Canton", "Oxford", "Mount Vernon", "Cincinnati", "Columbus", "Columbus", "Athens", "Tiffin", "Toledo", "Cincinnati", "Pepper Pike", "North Canton", "Dayton", "Cincinnati", "Youngstown", "Bartlesville", "Bethany", "Edmond", "Tahlequah", "Stillwater", "Oklahoma City", "Norman", "Durant", "Weatherford", "Tulsa", "La Grande", "Newberg", "Eugene", "Corvallis", "Eugene", "Forest Grove", "Portland", "Portland", "Ashland", "Center Valley", "Reading", "Bloomsburg", "Radnor", "California", "Pittsburgh", "Pittsburgh", "Clarion", "Doylestown", "Philadelphia", "Pittsburgh", "Saint Davids", "Erie", "Beaver Falls", "Gwynedd Valley", "Philadelphia", "Indiana", "Philadelphia", "Annville", "Bethlehem", "Lincoln University", "Scranton", "Aston", "University Park", "Philadelphia", "Pittsburgh", "Rosemont", "Loretto", "Scranton", "Greensburg", "Shippensburg", "Slippery Rock", "Philadelphia", "Villanova", "Waynesburg", "West Chester", "Chester", "Wilkes-Barre", "York", "Smithfield", "Providence", "Providence", "Kingston", "Newport", "Anderson", "Charleston", "Central", "Charleston", "Clemson", "Tigerville", "Columbia", "Conway", "Rock Hill", "Sioux Falls", "Vermillion", "Clarksville", "Nashville", "Jefferson City", "Memphis", "Lebanon", "Nashville", "Johnson City", "Bristol", "Cleveland", "Harrogate", "Memphis", "Murfreesboro", "Chattanooga", "Knoxville", "Martin", "Nashville", "Cookeville", "Greeneville", "Jackson", "Abilene", "San Angelo", "Waco", "Austin", "Corpus Christi", "Dallas", "Irving", "Texarkana", "Commerce", "Houston", "Houston", "Houston", "Victoria", "Houston", "San Antonio", "Beaumont", "Laredo", "Longview", "Belton", "Wichita Falls", "Denton", "San Antonio", "Prairie View", "Houston", "Austin", "Houston", "Huntsville", "San Antonio", "Dallas", "Waxahachie", "Nacogdoches", "San Marcos", "Stephenville", "Kingsville", "College Station", "Arlington", "Austin", "Richardson", "El Paso", "Tyler", "Fort Worth", "San Antonio", "Houston", "Lubbock", "Denton", "Plainview", "Canyon", "Provo", "Cedar City", "Logan", "Orem", "Salt Lake City", "Ogden", "Salt Lake City", "Burlington", "Northfield", "Burlington", "Williamsburg", "Virginia Beach", "Harrisonburg", "Fairfax", "Hampton", "Harrisonburg", "Lynchburg", "Lynchburg", "Fredericksburg", "Arlington", "Norfolk", "Winchester", "Blacksburg", "Richmond", "Charlottesville", "Seattle", "Cheney", "Spokane", "Kirkland", "Tacoma", "Lacey", "Seattle", "Pullman", "Seattle", "Bellingham", "Spokane", "Fairmont", "Morgantown", "Milwaukee", "Milwaukee", "Waukesha", "Mequon", "Madison", "Plymouth", "Fond Du Lac", "Milwaukee", "La Crosse", "Eau Claire", "Oshkosh", "Milwaukee", "Platteville", "River Falls", "Laramie", "San Juan", "Carolina", "Gurabo", "West Lafayette", "Oklahoma City", "Irvine", "San Marcos", "Naples", "Seaside", "Salt Lake City", "Fort Myers", "Camarillo", "Los Alamitos", "Augusta"
#> $ locale <dbl+lbl> 12, 12, 12, 12, 12, 13, 12, 21, 13, 21, 33, 23, 11, 12, 11, 13, 12, 13, 13, 33, 13, 32, 32, 33, 21, 11, 12, 23, 11, 23, 12, 21, 13, 13, 11, 21, 21, 11, 11, 11, 11, 23, 11, 11, 11, 11, 12, 11, 13, 11, 11, 11, 33, 21, 11, 11, 11, 21, 21, 11, 21, 11, 13, 11, 11, 11, 11, 11, 12, 21, 21, 11, 11, 33, 11, 11, 12, 12, 12, 11, 11, 12, 12, 21, 21, 21, 12, 21, 21, 21, 21, 12, 13, 21, 21, 11, 11, 11, 11, 21, 13, 21, 13, 12, 13, 13, 21, 12, 12, 11, 12, 13, 11, 21, 12, 21, 23, 11, 21, 13, 12, 11, 13, 13, 13, 21, 12, 11, 11, 32, 32, 32, 12, 32, 13, 31, 11, 11, 11, 12, 13, 32, 22, 21, 12, 21, 11, 32, 21, 41, 11, 21, 22, 12, 21, 11, 21, 11, 12, 11, 23, 13, 11, 23, 11, 12, 11, 21, 21, 11, 13, 21, 33, 13, 13, 11, 32, 11, 22, 13, 41, 32, 11, 21, 13, 13, 13, 12, 12, 43, 31, 33, 33, 11, 13, 11, 13, 21, 32, 31, 32, 12, 11, 11, 32, 33, 42, 13, 12, 32, 13, 11, 13, 13, 13, 12, 12, 11, 23, 41, 13, 41, 11, 21, 23, 13, 11, 11, 21, 21, 11, 31, 23, 12, 41, 12, 21, 13, 13, 11, 13, 21, 11, 12, 21, 22, 21, 21, 11, 11, 21, 11, 12, 22, 11, 12, 12, 12, 31, 32, 21, 11, 21, 13, 12, 13, 12, 13, 13, 13, 21, 22, 32, 23, 11, 13, 11, 21, 11, 11, 11, 11, 21, 13, 32, 11, 11, 33, 32, 43, 12, 33, 12, 33, 33, 21, 33, 13, 13, 11, 32, 12, 12, 21, 13, 21, 33, 21, 11, 11, 13, 12, 21, 21, 32, 13, 21, 33, 11, 11, 11, 32, 12, 11, 41, 42, 22, 33, 13, 21, 21, 21, 21, 13, 21, 11, 21, 21, 21, 11, 21, 21, 13, 11, 21, 22, 13, 21, 33, 33, 11, 22, 41, 33, 21, 33, 11, 33, 11, 11, 13, 11, 11, 11, 11, 21, 11, 21, 21, 32, 21, 21, 11, 21, 21, 21, 13, 11, 11, 11, 21, 11, 11, 21, 21, 13, 33, 13, 11, 21, 11, 13, 22, 21, 21, 11, 21, 32, 23, 11, 12, 11, 13, 11, 32, 31, 13, 22, 12, 32, 13, 21, 11, 13, 11, 11, 11, 11, 12, 32, 42, 11, 12, 21, 32, 41, 33, 13, 12, 12, 31, 21, 31, 21, 11, 11, 11, 12, 32, 21, 21, 21, 21, 13, 31, 32, 21, 11, 11, 32, 32, 11, 11, 21, 21, 21, 11, 13, 32, 21, 21, 33, 32, 11, 22, 32, 33, 11, 33, 31, 12, 13, 12, 21, 11, 11, 22, 41, 13, 13, 21, 23, 11, 11, 33, 21, 11, 11, 21, 13, 21, 21, 11, 32, 11, 23, 13, 21, 13, 21, 13, 11, 11, 21, 31, 13, 21, 31, 32, 11, 21, 32, 21, 21, 13, 22, 21, 12, 12, 21, 21, 13, 12, 21, 12, 21, 41, 12, 13, 13, 12, 32, 12, 11, 23, 11, 31, 11, 13, 13, 13, 32, 11, 12, 12, 12, 33, 11, 33, 32, 13, 12, 12, 12, 11, 11, 11, 12, 41, 32, 11, 21, 11, 13, 11, 11, 12, 11, 13, 23, 12, 12, 11, 32, 11, 11, 11, 32, 11, 21, 21, 33, 13, 33, 32, 12, 11, 11, 12, 11, 12, 11, 11, 11, 11, 12, 33, 31, 12, 33, 13, 13, 12, 13, 12, 13, 32, 13, 23, 11, 13, 21, 12, 13, 13, 13, 22, 12, 12, 13, 13, 12, 23, 11, 31, 12, 21, 21, 13, 11, 32, 11, 13, 21, 32, 13, 11, 21, 13, 21, 11, 41, 13, 11, 13, 13, 13, 11, 32, 32, 33, 11, 21, 21, 13, 11, 11, 21, 21, 22, 21, 21, 22, 21, 12
#> $ urban <dbl+lbl> 2, 2, 2, 2, 2, 2, 2, 3, 2, 3, 4, 3, 1, 2, 1, 2, 2, 2, 2, 4, 2, 4, 4, 4, 3, 1, 2, 3, 1, 3, 2, 3, 2, 2, 1, 3, 3, 1, 1, 1, 1, 3, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 4, 3, 1, 1, 1, 3, 3, 1, 3, 1, 2, 1, 1, 1, 1, 1, 2, 3, 3, 1, 1, 4, 1, 1, 2, 2, 2, 1, 1, 2, 2, 3, 3, 3, 2, 3, 3, 3, 3, 2, 2, 3, 3, 1, 1, 1, 1, 3, 2, 3, 2, 2, 2, 2, 3, 2, 2, 1, 2, 2, 1, 3, 2, 3, 3, 1, 3, 2, 2, 1, 2, 2, 2, 3, 2, 1, 1, 4, 4, 4, 2, 4, 2, 4, 1, 1, 1, 2, 2, 4, 3, 3, 2, 3, 1, 4, 3, 4, 1, 3, 3, 2, 3, 1, 3, 1, 2, 1, 3, 2, 1, 3, 1, 2, 1, 3, 3, 1, 2, 3, 4, 2, 2, 1, 4, 1, 3, 2, 4, 4, 1, 3, 2, 2, 2, 2, 2, 4, 4, 4, 4, 1, 2, 1, 2, 3, 4, 4, 4, 2, 1, 1, 4, 4, 4, 2, 2, 4, 2, 1, 2, 2, 2, 2, 2, 1, 3, 4, 2, 4, 1, 3, 3, 2, 1, 1, 3, 3, 1, 4, 3, 2, 4, 2, 3, 2, 2, 1, 2, 3, 1, 2, 3, 3, 3, 3, 1, 1, 3, 1, 2, 3, 1, 2, 2, 2, 4, 4, 3, 1, 3, 2, 2, 2, 2, 2, 2, 2, 3, 3, 4, 3, 1, 2, 1, 3, 1, 1, 1, 1, 3, 2, 4, 1, 1, 4, 4, 4, 2, 4, 2, 4, 4, 3, 4, 2, 2, 1, 4, 2, 2, 3, 2, 3, 4, 3, 1, 1, 2, 2, 3, 3, 4, 2, 3, 4, 1, 1, 1, 4, 2, 1, 4, 4, 3, 4, 2, 3, 3, 3, 3, 2, 3, 1, 3, 3, 3, 1, 3, 3, 2, 1, 3, 3, 2, 3, 4, 4, 1, 3, 4, 4, 3, 4, 1, 4, 1, 1, 2, 1, 1, 1, 1, 3, 1, 3, 3, 4, 3, 3, 1, 3, 3, 3, 2, 1, 1, 1, 3, 1, 1, 3, 3, 2, 4, 2, 1, 3, 1, 2, 3, 3, 3, 1, 3, 4, 3, 1, 2, 1, 2, 1, 4, 4, 2, 3, 2, 4, 2, 3, 1, 2, 1, 1, 1, 1, 2, 4, 4, 1, 2, 3, 4, 4, 4, 2, 2, 2, 4, 3, 4, 3, 1, 1, 1, 2, 4, 3, 3, 3, 3, 2, 4, 4, 3, 1, 1, 4, 4, 1, 1, 3, 3, 3, 1, 2, 4, 3, 3, 4, 4, 1, 3, 4, 4, 1, 4, 4, 2, 2, 2, 3, 1, 1, 3, 4, 2, 2, 3, 3, 1, 1, 4, 3, 1, 1, 3, 2, 3, 3, 1, 4, 1, 3, 2, 3, 2, 3, 2, 1, 1, 3, 4, 2, 3, 4, 4, 1, 3, 4, 3, 3, 2, 3, 3, 2, 2, 3, 3, 2, 2, 3, 2, 3, 4, 2, 2, 2, 2, 4, 2, 1, 3, 1, 4, 1, 2, 2, 2, 4, 1, 2, 2, 2, 4, 1, 4, 4, 2, 2, 2, 2, 1, 1, 1, 2, 4, 4, 1, 3, 1, 2, 1, 1, 2, 1, 2, 3, 2, 2, 1, 4, 1, 1, 1, 4, 1, 3, 3, 4, 2, 4, 4, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 4, 4, 2, 4, 2, 2, 2, 2, 2, 2, 4, 2, 3, 1, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 3, 1, 4, 2, 3, 3, 2, 1, 4, 1, 2, 3, 4, 2, 1, 3, 2, 3, 1, 4, 2, 1, 2, 2, 2, 1, 4, 4, 4, 1, 3, 3, 2, 1, 1, 3, 3, 3, 3, 3, 3, 3, 2
#> $ cipdig2 <chr> "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52"
#> $ cipcode <chr> "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", 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#> $ creddesc <chr> "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's 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Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "...
#> $ ipedscount1 <dbl> 30, 115, 23, 95, 152, 210, 31, 23, 116, 44, 134, 42, 13, 444, 212, 118, 62, 123, 58, 15, 45, 66, 127, 22, 22, 168, 83, 24, 47, 55, 139, 17, 30, 55, 78, 168, 158, 103, 36, 43, 164, 155, 251, 862, 73, 126, 101, 73, 36, 12, 106, 11, 22, 370, 36, 37, 336, 37, 9, 44, 589, 79, 520, 211, 127, 73, 103, 114, 151, 162, 64, 640, 66, 29, 273, 91, 139, 67, 312, 44, 345, 96, 109, 29, 253, 21, 120, 148, 266, 65, 7, 67, NA, 159, 79, 56, 20, 372, 28, 85, 245, 81, 43, 49, 243, 374, 597, 34, 724, 25, 130, 232, 113, 706, 65, 134, 764, 127, 119, 65, 48, 164, 86, 24, 105, 77, 25, 399, 308, 15, 21, 103, 245, 37, 32, 100, 33, 142, 80, 120, 56, 14, 33, 87, 24, 91, 158, 48, 63, 17, 213, 434, 43, 65, 213, 215, 90, 77, 35, 110, 215, 468, 20, 79, 170, 49, 143, 69, 48, 43, 56, 65, 42, 102, 24, 63, 32, 74, 36, 48, 9, NA, 101, 40, 143, 64, 271, 44, 104, 105, 192, 45, 53, 97, 119, 45, 39, 43, 30, 87, 45, 44, 80, 51, 8, 66, 32, 128, 131, 51, 28, 76, 42, 24, 60, 44, 78, 68, 25, 19, 26, 49, 146, 0, 75, 42, 117, 122, 1934, 493, 76, 73, 40, 32, 31, 90, 86, 72, 239, 568, 140, 14, 94, 102, 32, 40, 219, 382, 124, NA, 36, 60, 22, 162, 111, 50, 74, 17, 23, 430, 338, 52, 40, 70, 44, 51, 787, 264, 65, 59, 117, 34, 27, 90, 166, 96, 72, 33, 93, 113, 72, 523, 45, 47, 160, 348, 50, 83, 27, 23, 194, 82, 19, 83, 22, 23, 93, 61, 45, 47, 29, 28, 18, 53, 42, 74, 53, 172, 158, 120, 56, 319, 407, 2045, 92, 52, 345, 73, 103, 87, 18, 23, 82, 122, 27, 24, 1408, 80, 23, 19, 62, 263, 20, 33, 56, 28, 30, 61, 108, 83, 34, 56, NA, 13, 134, 48, 74, 73, 95, 75, 175, 79, 18, 14, 144, 27, 103, 81, 158, 1205, 666, 130, 129, 37, 15, 11, 299, 74, 41, 24, 51, 57, NA, 58, 194, 53, 27, 9, 38, 1062, 208, 33, 28, 29, 120, 46, 60, 46, 36, 69, 126, 102, 101, 217, 71, 23, 29, 113, 71, 82, 162, 22, 17, 25, 62, 70, 191, 30, 40, 56, 45, 25, 16, 742, 128, 55, 32, 225, 53, 24, 83, 132, 291, 49, 56, 118, 32, 43, 31, 103, 183, 70, 21, 75, 159, 179, 218, 88, 195, 55, 61, 79, 18, 62, 53, 85, 24, 93, 344, 284, 49, 96, 43, 11, 66, 155, 138, 50, 78, 130, 45, 53, 140, 41, 118, 30, 47, 36, 43, 61, 33, 99, 159, 14, 94, 44, 34, 123, 58, 21, 10, 74, 54, 20, 33, 26, 19, 184, 75, 47, 49, NA, 38, 176, 57, 32, 35, 12, 21, 50, 88, 545, 103, 35, 49, 110, 42, 105, 27, 228, 373, 79, 78, 48, 77, 17, 8, 255, 87, 94, 63, 42, 71, 39, 46, 158, 48, 176, 52, 59, 51, 97, 32, 18, 36, 47, 52, 117, 73, 172, 28, 42, 133, 102, 103, 233, 38, 46, 77, 38, 66, NA, 26, 198, 58, 258, 206, 168, 62, 437, 51, 82, 283, 155, 287, 387, 63, 45, 33, 28, 20, 127, 102, 63, 331, 121, 99, 91, 28, 150, 10, 15, 107, 111, 43, 295, 303, 658, 337, 94, 350, 143, 100, 80, 276, 365, 216, 233, 228, 29, 126, 0, 298, 57, 114, 203, 179, 16, 182, 61, 21, 139, 29, 39, 1498, 36, 28, 43, 40, 35, 96, 102, 424, 208, 30, 152, 28, 40, 48, 237, 288, 407, 21, 33, 19, 34, 15, 172, 15, 135, 32, 115, 34, 105, 59, 55, 79, 243, 115, 45, 42, 120, 44, 159, 336, 89, 432, 46, 36, 75, 2336, 40, 40, NA, 38
#> $ ipedscount2 <dbl> 27, 133, 23, 89, 185, 247, 74, 19, 182, 48, 126, 34, 28, 299, 214, 121, 66, 128, 42, 8, 65, 56, 99, 38, 38, 235, 91, 38, 33, 69, 134, 24, 34, 58, 69, 99, 168, 131, 43, 49, 114, 172, 231, 808, 94, 120, 117, 59, 25, 11, 80, 13, 29, 393, 20, 29, 282, 54, 17, 32, 608, 85, 426, 169, 132, 81, 132, 118, 131, 151, 62, 670, 74, 29, 290, 88, 152, 92, 307, 55, 297, 88, 108, 27, 277, 38, 101, 130, 267, 82, 17, 59, NA, 140, 631, 117, 16, 381, 20, 130, 240, 67, 41, 58, 274, 386, 620, 33, 715, 37, 138, 239, 110, 686, 39, 182, 771, 148, 126, 46, 76, 139, 126, 27, 68, 83, 26, 421, 347, 29, 37, 118, 255, 23, 40, 101, 64, 127, 58, 145, 60, 9, 35, 106, 36, 169, 192, 55, 70, 29, 195, 345, 54, 37, 211, 207, 78, 23, 25, 79, 243, 481, 27, 67, 177, 38, 123, 52, 56, 28, 71, 67, 38, 109, 45, 46, 48, 83, 144, 70, 6, NA, 78, 27, 139, 67, 321, 51, 70, 123, 142, 37, 50, 89, 179, 41, 43, 69, 37, 113, 34, 23, 48, 48, 16, 106, 45, 180, 147, 47, 26, 53, 27, 36, 60, 48, 46, 64, 28, 15, 39, 57, 132, 0, 70, 32, 137, 141, 2309, 499, 46, 67, 36, 28, 20, 70, 93, 131, 248, 598, 87, 17, 66, 96, 29, 61, 257, 418, 132, NA, 23, 31, 17, 135, 119, 54, 54, 34, 18, 394, 296, 52, 45, 54, 46, 51, 763, 304, 56, 68, 99, 36, 24, 87, 261, 98, 145, 49, 160, 123, 65, 492, 45, 32, 229, 263, 52, 94, 25, 27, 281, 77, 33, 88, 22, 25, 96, 54, 21, 55, 32, 29, 14, 61, 80, 56, 46, 187, 185, 98, 43, 287, 367, 1790, 73, 68, 294, 74, 95, 120, 16, 20, 80, 129, 27, 50, 2074, 41, 30, 0, 81, 228, 13, 27, 71, 51, 24, 99, 140, 66, 30, 80, NA, 17, 123, 57, 86, 95, 74, 84, 193, 54, 23, 22, 158, 29, 100, 79, 133, 1216, 684, 163, 151, 34, 6, 12, 258, 72, 45, 35, 59, 135, NA, 48, 222, 47, 34, 17, 48, 1078, 274, 26, 40, 41, 134, 42, 55, 55, 29, 88, 138, 137, 118, 189, 48, 25, 27, 75, 117, 75, 344, 25, 44, 18, 55, 58, 209, 39, 60, 50, 54, 28, 25, 793, 98, 50, 23, 261, 74, 27, 61, 77, 270, 31, 63, 135, 42, 27, 24, 64, 225, 94, 21, 62, 156, 197, 225, 72, 158, 63, 71, 57, 21, 60, 50, 70, 42, 67, 308, 361, 56, 86, 42, 9, 39, 163, 139, 61, 44, 117, 27, 22, 144, 113, 134, 55, 34, 37, 43, 85, 34, 82, 214, 11, 108, 57, 30, 128, 58, 26, 20, 75, 58, 23, 39, 42, 26, 153, 66, 40, 24, 35, 54, 188, 45, 37, 54, 18, 14, 34, 116, 549, 126, 41, 29, 124, 31, 104, 14, 358, 265, 57, 132, 57, 49, 8, 24, 266, 97, 90, 74, 58, 79, 26, 42, 188, 39, 182, 46, 77, 92, 69, 30, 17, 56, 32, 48, 137, 55, 103, 32, 58, 119, 78, 121, 224, 35, 38, 88, 37, 44, 24, 62, 202, 92, 240, 82, 154, 52, 375, 32, 82, 434, 175, 255, 405, 68, 67, 27, 28, 18, 143, 76, 69, 315, 95, 107, 79, 34, 185, 24, 16, 87, 109, 45, 302, 390, 645, 373, 99, 393, 129, 119, 58, 239, 356, 207, 279, 223, 38, 138, 18, 305, 88, 102, 259, 171, 23, 302, 103, 16, 137, 29, 38, 1468, 29, 44, 52, 47, 47, 135, 98, 463, 134, 48, 159, 33, 28, 32, 212, 289, 401, 55, 28, 13, 42, 23, 140, 37, 229, 28, 119, 33, 126, 50, 73, 86, 217, 119, 31, 62, 114, 49, 170, 307, 68, 374, 60, 19, 79, 3209, 34, 39, NA, 31
#> $ debt_all_stgp_eval_n <dbl> 43, 70, 17, 39, 103, 139, 61, 14, 105, 10, 77, 22, 14, 409, 172, 123, 43, 97, 25, 11, 28, 39, 121, 16, NA, 110, 11, 16, 24, 65, 110, 10, 19, 38, 83, 71, 87, 99, 33, 40, 119, 123, 222, 509, 27, 59, 67, 48, 25, 15, 38, 14, 26, 116, 32, 57, 241, 41, 12, 11, 330, 77, 402, 73, 69, 46, 78, 34, 73, 120, 32, 464, 62, 25, 232, 73, 102, 64, 137, 26, 226, 57, 60, 17, 96, 13, 40, 17, 200, 30, 11, 74, NA, 69, 29, 121, 16, 226, 44, 60, 203, 64, 270, 56, 285, 146, 728, 38, 619, 18, 204, 170, 81, 874, 15, 130, 903, 186, 94, 27, 35, 80, 50, 41, 118, 85, 22, 160, 288, 26, 22, 86, 146, 26, 24, 97, 26, 49, 20, 106, 37, 15, 36, 105, 16, 112, 308, 24, 46, 20, 78, 435, 20, 22, 46, 128, 65, 48, 18, 57, 146, 121, 12, 70, 225, 15, 119, 63, 44, 33, 31, 33, 25, 116, 39, 14, 34, 53, 54, 43, 11, 475, 94, 30, 101, 50, 50, 32, 55, 86, 123, 21, 27, 111, 74, 15, 23, 56, 17, 73, 31, 16, 32, 12, 15, 48, 48, 70, 35, 25, 12, 68, 14, 12, 50, 64, 24, 31, 17, 12, 29, 39, 101, NA, 45, 16, 56, 67, 1463, 302, 40, 38, 22, 36, 17, 55, 43, 49, 124, 285, 56, 12, 32, 29, 31, 30, 79, 131, 65, 113, 10, 45, 40, 41, 82, 20, 21, 10, 14, 227, 369, 33, 42, 26, 19, 23, 527, 222, 27, 38, 44, 12, 32, 23, 130, 45, 101, 35, 203, 104, 61, 363, 26, 23, 180, 203, 42, 14, 12, 27, 285, 21, 30, 17, 14, 24, 48, 23, 15, 42, 18, 18, 18, 52, 36, 71, 31, 150, 103, 56, 26, 30, 231, 1030, 75, 44, 284, 47, 44, 40, 20, 11, 65, 64, 25, 11, 1836, 36, 11, 15, 47, 184, 11, 33, 46, 31, 18, 62, 122, 55, 15, 33, 354, 14, 23, 38, 34, 33, 55, 65, 113, 45, 27, 17, 62, 32, 77, 57, 59, 679, 432, 110, 79, 35, 10, 13, 201, 47, 18, 32, 41, 104, NA, 31, 283, 46, 36, 10, 39, 698, 23, 25, 22, 35, 76, 42, 52, 53, 58, 79, 73, 74, 81, 133, 30, 20, 13, 80, 30, 64, 227, 16, 28, 11, 53, 47, 93, 36, 13, 53, 39, 24, 34, 615, 73, 34, 31, 157, 44, 29, 83, 102, 284, 21, 48, 49, 28, 13, 11, 39, 83, 65, 25, 43, 97, 79, 187, 32, 80, 32, 41, 46, 17, 67, 34, 34, 36, 41, 172, 338, 19, 28, 52, 11, 65, 114, 93, 47, 73, 188, 21, 19, 38, 26, 62, 26, 21, 15, 42, 83, 26, 40, 93, 16, 85, 32, 18, 39, 70, 26, 15, 96, 60, 12, 30, 18, 12, 114, 66, 20, 43, NA, 33, 51, 29, 13, 10, 25, 13, 44, 264, 192, 98, 37, 21, 80, 39, 81, 21, 268, 217, 43, 20, 28, 41, 10, 13, 338, 32, 38, 41, 55, 84, 33, 44, 131, 24, 136, 50, 55, 43, 55, 18, 15, 25, 27, 43, 121, 43, 166, 28, 13, 69, 77, 102, 102, 33, 38, 46, 40, 29, 13, 31, 175, 85, 113, 126, 146, 50, 328, 41, 53, 430, 133, 189, 297, 34, 36, 39, 25, 13, 79, 109, 89, 159, 120, 46, 63, 15, 99, 16, 11, 68, 96, 34, 206, 112, 515, 260, 89, 363, 88, 114, 73, 224, 317, 49, 39, 174, 23, 126, 12, 331, 29, 97, 99, 131, 23, 273, 85, 11, 126, 17, 15, 1422, 12, 14, 42, 29, 29, 107, 80, 130, 95, 37, 145, 23, 35, 26, 93, 173, 319, 32, 24, 15, 36, 22, 133, 14, 79, 20, 104, 28, 66, 52, 47, 26, 205, 73, 20, 31, 190, 77, 194, 139, 63, 120, 46, 28, 97, 2793, 15, 37, NA, 17
#> $ debt_all_stgp_eval_mean <dbl> 52786, 34809, 57391, 23490, 33702, 45043, 25746, 23741, 34435, 36208, 35222, 18609, 32751, 53331, 46475, 37774, 39396, 36890, 33280, 27041, 18850, 50917, 33947, 24395, 45105, 25055, 44637, 28459, 24194, 29764, 44983, 32450, 27309, 25364, 35740, 32847, 32289, 40489, 33635, 35518, 31341, 78722, 75797, 94907, 69106, 92329, 77683, 33909, 42056, 28494, 43593, 49884, 18474, 55271, 48004, 43432, 39166, 45746, 38245, 45086, 85488, 40573, 41659, 53791, 53606, 49740, 64014, 33097, 63320, 66197, 33413, 90863, 55190, 41696, 54107, 45864, 52606, 32775, 43079, 47627, 45702, 38925, 43672, 31072, 50394, 30353, 28170, 23286, 32094, 26086, 26219, 33155, 24887, 32145, 32454, 82305, 34523, 73706, 44196, 46170, 31836, 40832, 38774, 33781, 41299, 37229, 61948, 35219, 42288, 35796, 53568, 78441, 32532, 58397, 30191, 48737, 49500, 34506, 42128, 41970, 28529, 37387, 30974, 41615, 45059, 36864, 30022, 67654, 72904, 24888, 27313, 29145, 60313, 23945, 35938, 24516, 36818, 48243, 40165, 37046, 29206, 46580, 33792, 32889, 30407, 32987, 49858, 19189, 31184, 47748, 51612, 37560, 25983, 35058, 40212, 70801, 29099, 43536, 44064, 29802, 35565, 115085, 16352, 29532, 29769, 33538, 45919, 58676, 32370, 54106, 37186, 26607, 27378, 36660, 27910, 37614, 21798, 29759, 21150, 25933, 22667, 43581, 26771, 71324, 18044, 31717, 36016, 40108, 47005, 39826, 40447, 18969, 26622, 37559, 28375, 19449, 37964, 33223, 16158, 33456, 30106, 30300, 22733, 39674, 25646, 16495, 28062, 33261, 42167, 19390, 19161, 31462, 21920, 28040, 23919, 52835, 31409, 86004, 22514, 26949, 28120, 24223, 50206, 43302, 29451, 29447, 42303, 52451, 48683, 71997, 36372, 23299, 22413, 25905, 21519, 25897, 35295, 32001, 54629, 54938, 65071, 25152, 29275, 31584, 39962, 16356, 29783, 35909, 31521, 38243, 27982, 63481, 27333, 32099, 55207, 30851, 42877, 11534, 49477, 34620, 45588, 58395, 44508, 29613, 30226, 53963, 75835, 49492, 34958, 40484, 34826, 40699, 28953, 30867, 37314, 40331, 39848, 40789, 32907, 44973, 41362, 61641, 29747, 29565, 33201, 46539, 44147, 24935, 26959, 55318, 46665, 22669, 25431, 21836, 40450, 36810, 28308, 24687, 28327, 30220, 24508, 20174, 26806, 41010, 30288, 33408, 18760, 36312, 30871, 42197, 18464, 23271, 83004, 48541, 17022, 37627, 46041, 25245, 27993, 35220, 17646, 17483, 41433, 24577, 24658, 33552, 41764, 43370, 21463, 30603, 35516, 32413, 33066, 26841, 29738, 34036, 38519, 26480, 38773, 52577, 39986, 37756, 58003, 37905, 37490, 27611, 27858, 32282, 30592, 27982, 32262, 25228, 33775, 35911, 37825, 31189, 35251, 38878, 45583, 96404, 103940, 41180, 21140, 25494, 35206, 36967, 61366, 68684, 36160, 29684, 24488, 62378, 31142, 32158, 39417, 30826, 30448, 64540, 65931, 108756, 50291, 28032, 57033, 39780, 46166, 35910, 20740, 31115, 33376, 38691, 39279, 31091, 24906, 39714, 50457, 30777, 22549, 26815, 49652, 38874, 72043, 36839, 26327, 43400, 24066, 29088, 30560, 53096, 31770, 34639, 34416, 40033, 37718, 82256, 35172, 29126, 72096, 39131, 34506, 32838, 31445, 47404, 58952, 29195, 28638, 26845, 17049, 17792, 19643, 47648, 30553, 35432, 40630, 37093, 67417, 36609, 36710, 19834, 30131, 27525, 45112, 30257, 37933, 25934, 30825, 29624, 27384, 34061, 54667, 38101, 27889, 45084, 29725, 30993, 34975, 40584, 35144, 27664, 31741, 32434, 36115, 25023, 23724, 41289, 43076, 21864, 27464, 17326, 28483, 38628, 30467, 46301, 70112, 48357, 43448, 41931, 30620, 38096, 31265, 23027, 24826, 29559, 36562, 43186, 32164, 29922, 39198, 44934, 37548, 33003, 30400, 30482, 33840, 27606, 40893, 20648, 39964, 32382, 41948, 31087, 41759, 75053, 36322, 33409, 35952, 40743, 38313, 24394, 22725, 59699, 42594, 21986, 23543, 43508, 35725, 30131, 28761, 26780, 23146, 32884, 18177, 32904, 37679, 28439, 39577, 38175, 23277, 42920, 23958, 32480, 23774, 25994, 29779, 40278, 24717, 31936, 24026, 42679, 27956, 36097, 25231, 46243, 37355, 29851, 31972, 42392, 31782, 32137, 18227, 19862, 40209, 38262, 21266, 61912, 37470, 15825, 51231, 53082, 17257, 30727, 38897, 33687, 36036, 37176, 40793, 38107, 25813, 19386, 42643, 28292, 26507, 25568, 40349, 41495, 37571, 46381, 42706, 32291, 29374, 98533, 33095, 24289, 23171, 31691, 18003, 42279, 34786, 76933, 43771, 33542, 32722, 48179, 33228, 55101, 36602, 30959, 39901, 32213, 34769, 17187, 29524, 27924, 47357, 28833, 46724, 23823, 41805, 41646, 53205, 46077, 17807, 45767, 28066, 33612, 35797, 20011, 38678, 60317, 34468, 34692, 42354, 48268, 93771, 45479, 29541, 39559, 37081, 40758, 42205, 48903, 40953, 56548, 30873, 32321, 28296, 27806, 28736, 34497, 23523, 31949, 39286, 36781, 33436, 48567, 31157, 36686, 34211, 31152, 31396, 24716, 34723, 38253, 28452, 30343, 48169, 39162, 50094, 37850, 38400, 40744, 14716, 18275, 33804, 24491, 33735
#> $ debt_all_stgp_eval_mdn <dbl> 50311, 30624, NA, 20004, 35889, 41000, 27500, NA, 34250, NA, 30750, 15400, NA, 44700, 41000, 29753, 40557, 38677, 33286, NA, 20500, 34760, 29743, NA, 46431, 23917, NA, NA, 23414, 31035, 43700, NA, 27500, 20500, 39656, 30728, 34166, 41000, 38662, 31756, 30750, 81000, 72389, 86864, 52347, 94019, 78548, 32699, 41000, NA, 41000, NA, 20500, 51548, 43380, 40500, 40394, 46750, NA, NA, 91630, 41000, 41000, 53604, 47808, 49626, 49450, 31500, 63550, 59380, 41000, 79041, 51250, 43252, 52152, 39681, 51807, 32518, 42500, 44866, 41000, 39934, 41000, NA, 41000, NA, 20500, NA, 30393, 20500, NA, 34572, NA, 30750, 32500, 85000, NA, 65500, 45001, 41000, 29871, 39801, 34560, 33750, 41000, 32000, 61469, 36958, 38524, NA, 53024, 77865, 30750, 51250, NA, 41000, 54454, 31158, 27142, 39448, 30048, 40678, 28646, 40308, 41000, 41000, 30842, 61500, 79888, 20206, 22000, 29000, 58726, 20833, 32950, 20500, 35398, 45836, 41000, 40529, 23451, NA, 36149, 32825, NA, 30509, 48500, 18178, 31025, 51250, 49500, 34580, 25200, 40100, 35778, 61500, 29015, 41000, NA, 29700, 32046, 106803, NA, 33900, 28500, NA, 42300, 50607, 31626, 50718, 40516, 19485, 20794, 36960, 29303, NA, 24458, 30893, 18516, 26739, NA, 45581, 25028, 50048, 14500, 29964, 40268, 39964, 45641, 46322, 43770, 19706, 23774, 40916, 28930, NA, 31727, 35933, NA, 38525, 30050, NA, 21000, NA, NA, 13098, 25991, 30750, 41000, 18007, NA, 34750, NA, NA, 21054, 51250, 30750, 98616, NA, NA, 20298, 20500, 41000, NA, 20800, NA, 39000, 50339, 46000, 68411, 39210, 20945, 23014, 22926, NA, 24163, 36979, 27502, 46711, 49318, 65000, NA, 27255, 20500, 41000, 17307, 27257, 32926, 30750, 37380, NA, 61500, 26262, 20500, 50646, 27333, 41000, NA, NA, 34689, 34000, 36722, 40007, 32280, 36805, 57796, 51250, 51250, 31596, 37294, 34100, NA, 30519, 27333, 38000, 36500, 37199, 41000, 36083, 41000, 38622, 60249, 34075, 27934, 33885, 43105, 44200, NA, NA, 41000, 47706, 23983, 20500, NA, NA, 31000, 20500, 25800, NA, 32197, NA, NA, NA, 41000, 28700, 32295, 18622, 34687, 27200, 40000, 17916, 20350, 77292, 46812, 16615, 31353, 41000, 26041, 28895, 33933, 17300, NA, 37106, 20500, 25570, NA, 40969, 41000, NA, NA, 40692, 30166, NA, 28072, 28750, 36500, NA, 20500, 40902, 50352, NA, 34750, 53414, NA, 34732, 21558, 27768, 32238, 30550, 27462, 29017, 22801, 34166, NA, 35750, 30500, 34167, 42729, 38500, 69500, 111446, 40977, 18580, 23174, NA, NA, 50451, 59132, NA, 33258, 20500, 65000, 31721, 26720, 35875, 30500, 27417, NA, 57930, 95353, 41000, 27750, 61500, 41000, 45268, 35826, 20500, 30500, 30500, 30290, 33672, 31874, 20500, 40000, 38523, 30750, NA, 22747, 51935, 34029, 70653, NA, 25000, NA, 20602, 24375, 25500, 49805, NA, 34839, 34240, 41000, 40316, 74873, 31486, 30574, 60065, 41000, 40445, 30761, 33698, 41814, 57519, 28910, 30193, 29029, 15780, NA, NA, 39806, 26252, 36659, 43491, 33705, 65000, 30750, 34962, 19092, 28518, 20500, 38605, 28607, NA, 25978, 33077, 32675, 24787, 30216, 47440, 41000, 30833, 41525, 30750, NA, 31333, 34133, 35004, 26584, 34166, 36163, 35500, 25356, 17197, 33069, 40460, 22851, 29473, NA, 31000, 41000, 29542, 37249, 70874, NA, 41000, 44312, NA, 41325, 29202, 23500, NA, 27533, 39220, NA, 30149, NA, NA, 42993, 41000, 36343, 32894, 35500, 35875, 26500, 29035, NA, NA, 33821, NA, 34123, 41000, 41000, 36114, 30000, 30750, 42553, 26500, 21195, 20500, 44750, 39907, 22705, 20500, 41000, 37289, NA, NA, 27735, 20500, 30750, 17490, 33848, 37848, 30871, 40808, 39057, 23756, 41000, 20500, 33322, 20500, 20992, NA, NA, 25414, 36527, 25546, 36614, 25281, 41000, 25525, NA, 29011, 26200, 30394, 38500, 29194, 28959, 12725, 17574, 30069, NA, 20500, 57000, 41000, 15199, 51250, 54678, 15488, 27956, 41000, 32302, 40370, 34724, 41000, 37584, 27582, 17800, 42173, 28577, NA, 21350, 41000, 41000, 30750, 43750, 41000, 34961, NA, 90123, NA, NA, 20359, 29604, 18000, 36453, 29203, 82067, 41200, 34418, 34166, 41000, 24666, 53184, 36979, 30552, 36995, 33245, 41000, 13850, 28000, NA, 41000, 30000, 44417, 20500, 39350, 44879, 47060, 41000, NA, 40899, NA, NA, 34166, NA, NA, 61500, 30750, 34936, 35682, 41000, 85690, 47559, 29892, 34644, 40999, 41208, 41000, 41000, 37500, 55437, 30200, 34167, NA, 22500, 29122, 37649, NA, 25319, 36832, 40940, 35500, 37474, 28840, 32650, 37824, 25823, 32720, 25194, 30731, 36007, 29172, 29917, 43811, 41000, 52120, 39940, 30000, 41470, 13319, NA, 30978, 22866, NA
#> $ debt_all_stgp_eval_mdn10yrpay <dbl> 517, 314, NA, 205, 368, 421, 282, NA, 352, NA, 316, 158, NA, 459, 421, 305, 416, 397, 342, NA, 210, 357, 305, NA, 477, 246, NA, NA, 240, 319, 449, NA, 282, 210, 407, 316, 351, 421, 397, 326, 316, 832, 743, 892, 537, 965, 807, 336, 421, NA, 421, NA, 210, 529, 445, 416, 415, 480, NA, NA, 941, 421, 421, 550, 491, 510, 508, 323, 653, 610, 421, 812, 526, 444, 535, 407, 532, 334, 436, 461, 421, 410, 421, NA, 421, NA, 210, NA, 312, 210, NA, 355, NA, 316, 334, 873, NA, 673, 462, 421, 307, 409, 355, 347, 421, 329, 631, 379, 396, NA, 544, 799, 316, 526, NA, 421, 559, 320, 279, 405, 309, 418, 294, 414, 421, 421, 317, 631, 820, 207, 226, 298, 603, 214, 338, 210, 363, 471, 421, 416, 241, NA, 371, 337, NA, 313, 498, 187, 319, 526, 508, 355, 259, 412, 367, 631, 298, 421, NA, 305, 329, 1097, NA, 348, 293, NA, 434, 520, 325, 521, 416, 200, 214, 379, 301, NA, 251, 317, 190, 275, NA, 468, 257, 514, 149, 308, 413, 410, 469, 476, 449, 202, 244, 420, 297, NA, 326, 369, NA, 396, 309, NA, 216, NA, NA, 134, 267, 316, 421, 185, NA, 357, NA, NA, 216, 526, 316, 1013, NA, NA, 208, 210, 421, NA, 214, NA, 400, 517, 472, 702, 403, 215, 236, 235, NA, 248, 380, 282, 480, 506, 667, NA, 280, 210, 421, 178, 280, 338, 316, 384, NA, 631, 270, 210, 520, 281, 421, NA, NA, 356, 349, 377, 411, 331, 378, 593, 526, 526, 324, 383, 350, NA, 313, 281, 390, 375, 382, 421, 370, 421, 397, 619, 350, 287, 348, 443, 454, NA, NA, 421, 490, 246, 210, NA, NA, 318, 210, 265, NA, 331, NA, NA, NA, 421, 295, 332, 191, 356, 279, 411, 184, 209, 794, 481, 171, 322, 421, 267, 297, 348, 178, NA, 381, 210, 263, NA, 421, 421, NA, NA, 418, 310, NA, 288, 295, 375, NA, 210, 420, 517, NA, 357, 548, NA, 357, 221, 285, 331, 314, 282, 298, 234, 351, NA, 367, 313, 351, 439, 395, 714, 1144, 421, 191, 238, NA, NA, 518, 607, NA, 341, 210, 667, 326, 274, 368, 313, 282, NA, 595, 979, 421, 285, 631, 421, 465, 368, 210, 313, 313, 311, 346, 327, 210, 411, 396, 316, NA, 234, 533, 349, 725, NA, 257, NA, 212, 250, 262, 511, NA, 358, 352, 421, 414, 769, 323, 314, 617, 421, 415, 316, 346, 429, 591, 297, 310, 298, 162, NA, NA, 409, 270, 376, 447, 346, 667, 316, 359, 196, 293, 210, 396, 294, NA, 267, 340, 335, 255, 310, 487, 421, 317, 426, 316, NA, 322, 350, 359, 273, 351, 371, 365, 260, 177, 340, 415, 235, 303, NA, 318, 421, 303, 382, 728, NA, 421, 455, NA, 424, 300, 241, NA, 283, 403, NA, 310, NA, NA, 441, 421, 373, 338, 365, 368, 272, 298, NA, NA, 347, NA, 350, 421, 421, 371, 308, 316, 437, 272, 218, 210, 459, 410, 233, 210, 421, 383, NA, NA, 285, 210, 316, 180, 348, 389, 317, 419, 401, 244, 421, 210, 342, 210, 216, NA, NA, 261, 375, 262, 376, 260, 421, 262, NA, 298, 269, 312, 395, 300, 297, 131, 180, 309, NA, 210, 585, 421, 156, 526, 561, 159, 287, 421, 332, 415, 357, 421, 386, 283, 183, 433, 293, NA, 219, 421, 421, 316, 449, 421, 359, NA, 925, NA, NA, 209, 304, 185, 374, 300, 843, 423, 353, 351, 421, 253, 546, 380, 314, 380, 341, 421, 142, 287, NA, 421, 308, 456, 210, 404, 461, 483, 421, NA, 420, NA, NA, 351, NA, NA, 631, 316, 359, 366, 421, 880, 488, 307, 356, 421, 423, 421, 421, 385, 569, 310, 351, NA, 231, 299, 387, NA, 260, 378, 420, 365, 385, 296, 335, 388, 265, 336, 259, 316, 370, 300, 307, 450, 421, 535, 410, 308, 426, 137, NA, 318, 235, NA
#> $ earn_count_wne_hi_1yr <dbl> 45, 87, NA, 57, 119, 177, 32, 12, 94, 15, 129, 22, 19, 608, 208, 161, 49, 91, 37, NA, 25, 58, 151, 32, 117, 73, 12, NA, 53, 52, 128, 18, 22, 44, 91, 86, 92, 85, 24, 37, 173, 76, 290, 733, 18, 78, 75, 52, 17, NA, 63, 15, 22, 260, 36, 58, 303, 38, NA, 25, 369, 68, 416, 81, 105, 55, 80, 71, 104, 172, 47, 501, 70, 28, 287, 68, 144, 62, 265, NA, 333, 83, 65, 23, 217, NA, 132, 17, 262, 62, 18, 78, 20, 111, 80, 76, 16, 307, 48, 76, 208, 75, 326, 48, 299, 277, 655, 41, 799, 14, 192, 211, 109, 824, 46, 157, 895, 287, 90, 46, 33, 90, 56, 47, 121, 94, 30, 197, 322, 16, 34, 104, 157, 52, 28, 135, 21, 78, 41, 118, 59, 17, 35, 115, 23, 84, 357, 50, 51, 25, 107, 403, 30, 13, 56, 138, 103, 82, 46, 71, 218, 118, 11, 86, 168, 26, 156, 89, 50, 43, 49, 56, 48, 133, 25, 19, 23, 62, 34, 38, 13, 631, 106, 27, 141, 70, 200, 52, 123, 69, 344, 25, 43, 138, 100, 47, 32, 59, 31, 72, 40, 24, 65, NA, NA, 52, 42, 67, 39, 34, 14, 108, 20, 21, 59, 46, 58, 41, 28, 21, 26, 50, 109, 12, 79, 24, 71, 125, 1575, 409, 48, 71, 39, 45, NA, 115, 33, 48, 201, 371, 91, 16, 40, 69, 28, 35, 139, 330, 89, 78, 24, 81, 47, 50, 89, 58, 56, NA, 22, 301, 374, 37, 48, 47, 56, 57, 648, 230, 63, 44, 92, 22, 39, NA, 151, 108, 78, 79, 188, 113, 56, 275, 21, 45, 156, 351, 41, 30, 17, 19, 240, 13, 23, 52, 15, 19, 71, 48, 30, 40, 43, 24, 25, 69, 74, 93, 51, 91, 130, 89, 37, 50, 273, 1521, 138, 41, 349, 63, 117, 80, 17, 24, 69, 109, 26, 16, 1841, 64, 15, 22, 80, 200, 24, 36, 58, 20, 29, 101, 122, 65, 38, 46, 410, 15, 30, 49, 57, 70, 70, 66, 155, 39, 18, 18, 103, 36, 100, 93, 108, 723, 474, 136, 66, 44, 17, 14, 274, 54, 26, 35, 81, 102, 32, 61, 225, 41, 34, NA, 43, 980, 22, 42, 28, 12, 88, 44, 87, 60, 65, 100, 93, 85, 102, 183, 60, 13, 32, 112, 55, 71, 163, 11, NA, 31, 58, 62, 117, 24, 20, 58, 39, 36, 19, 678, 93, 49, 28, 171, 39, 17, 100, 88, 340, 46, 52, 57, 22, 38, 25, 77, 158, 106, 36, 75, 127, 127, 222, 63, 84, 61, 62, 91, 33, 77, 46, 31, 24, 50, 267, 362, 17, 47, 49, 19, 77, 119, 113, 59, 77, 163, 48, 35, 67, 24, 82, 37, 30, 27, 21, 83, 29, 35, 149, 18, 84, 48, 28, 105, 81, 20, 14, 94, 58, 16, 40, 37, 25, 208, 44, 57, 51, 61, 36, 58, 75, 40, 24, NA, 21, 37, 405, 313, 153, 43, 30, 101, 61, 111, 28, 254, 221, 87, 55, 29, 69, 25, 18, 310, 82, 72, 71, 42, 101, 16, 37, 117, NA, 186, 72, 64, 39, 96, 23, 17, 24, 54, 39, 148, 60, 124, 35, 20, 118, 103, 116, 154, 33, 45, 72, 48, 71, NA, 28, 157, 66, 130, 139, 171, 45, 463, 68, 85, 215, 157, 255, 361, 25, 61, 41, 29, 18, 102, 122, 79, 229, 120, 53, 103, 17, 117, NA, 19, 112, 122, 92, 289, 175, 649, 323, 107, 378, 140, 122, 99, 251, 491, 39, NA, 259, 25, 172, NA, 311, 37, 120, 109, 107, 12, 247, 49, NA, 175, 16, 42, 1725, 20, 29, 37, 41, 23, 97, 112, 172, 125, 34, 192, 20, 43, 37, 151, 228, 475, 31, 29, 16, 29, 28, 187, 23, 81, 28, 144, 36, 130, 69, 68, 79, 269, 83, 38, 23, 154, 50, 174, 163, 78, 196, 59, 36, 97, 2462, 37, 50, 47, 29
#> $ earn_mdn_hi_1yr <dbl> 40737, 67202, NA, 68499, 81031, 107636, 45529, 53358, 66686, 65053, 60240, 58673, 82882, 98670, 97211, 63377, 67101, 127000, 59986, NA, 57318, 54948, 71255, 55286, 62756, 63005, 79450, NA, 68499, 66573, 73378, 82440, 61814, 63749, 84161, 76460, 78719, 74063, 101406, 95739, 74576, 108244, 103705, 150453, 55338, 109763, 78134, 63005, 71575, NA, 114223, 122038, 55512, 75573, 62260, 71435, 65310, 77401, NA, 67420, 99335, 64493, 74641, 79284, 92410, 76460, 98403, 98213, 133919, 109763, 74200, 128506, 69897, 37208, 89790, 67660, 81391, 59124, 94851, NA, 71575, 65984, 54109, 74576, 115897, NA, 91211, 52524, 69218, 76930, 60320, 63997, 69338, 92885, 58866, 89130, 48823, 112701, 63600, 54531, 45665, 50606, 75957, 53608, 67660, 76325, 69119, 61814, 89535, 81812, 41193, 76041, 69967, 56329, 58221, 66062, 56796, 69032, 50606, 65131, 51106, 60485, 55964, 40402, 58173, 52107, 54035, 130046, 127602, 57318, 64990, 73635, 105167, 41937, 53108, 60920, 64493, 75623, 64990, 76773, 62579, 90412, 71486, 67273, 72796, 58221, 101406, 53984, 73041, 76460, 81807, 72685, 70176, 91744, 61218, 84653, 60452, 68219, 71351, 62012, 93555, 160423, 63005, 53244, 54442, 74200, 60275, 52789, 74307, 62012, 57318, 70176, 66325, 69338, 48198, 97071, 54435, 74576, 61516, 69338, 43798, 66941, 63855, 68666, 64865, 79473, 97959, 71575, 82440, 72719, 69146, 63005, 55286, 58221, 82238, 67660, 66045, 54192, 46478, 65131, 55713, 69338, 71015, NA, NA, 50856, 47260, 52420, 60878, 60839, 53358, 60399, 54635, 78343, 50856, 44942, 52107, 104749, 55036, 74576, 60771, 50231, 79473, 70456, 73769, 69338, 105083, 93646, 74230, 108154, 56234, 65089, 55964, 41789, NA, 64940, 55108, 102409, 115060, 111713, 73949, 63005, 63005, 70112, 77401, 75921, 83270, 109492, 77401, 62632, 79450, 76083, 47260, 63005, 72902, 72605, 122038, NA, 52107, 66631, 62674, 64990, 61888, 109095, 65486, 91078, 140364, 100951, 97071, 71854, 90146, 55338, 57995, NA, 80004, 77297, 74576, 82882, 78971, 74262, 57318, 115006, 67362, 81333, 75352, 107198, 77715, 53629, 52107, 38289, 47025, 41007, 46478, 70009, 31670, 63005, 79598, 49136, 52941, 53472, 53608, 55964, 49621, 54585, 57318, 54739, 48901, 61888, 68666, 81491, 55964, 71392, 112939, 65476, 54621, 61516, 75405, 74576, 80082, 83768, 44170, 71575, 93816, 79884, 58673, 62012, 68321, 60771, 69338, 70456, 87309, 76729, 70009, 60298, 77087, 64196, 59124, 67660, 89613, 84653, 100690, 90264, 112363, 57318, 114225, 56931, 82440, 68666, 71854, 54296, 64196, 52941, 69338, 55964, 68047, 34420, 62756, 68422, 52492, 166356, 155273, 101494, 54534, 55211, 51273, 67660, 108092, 105863, 47260, 61020, 56276, 61651, 71015, 84653, 61859, 66449, 56641, NA, 54109, 150006, 63005, 59648, 109763, 57318, 66049, 55078, 54470, 54769, 66293, 58402, 63898, 71575, 68499, 76208, 60185, 52107, 56776, 59288, 72325, 75706, 93768, 48041, NA, 57318, 54109, 56931, 63275, 76460, 50856, 56234, 50856, 53775, 53358, 135907, 82440, 66728, 53775, 86997, 61814, 52107, 61859, 87309, 81491, 89968, 68079, 61516, 41349, 73949, 63005, 73231, 73500, 89841, 81997, 80234, 81836, 79284, 67918, 64150, 65238, 64493, 75518, 60623, 48823, 56641, 99960, 43426, 59350, 61303, 98720, 89083, 52107, 70596, 72762, 63005, 68079, 68708, 83848, 80166, 57860, 55456, 57770, 69338, 72274, 81333, 106421, 61177, 54035, 57995, 61516, 76460, 55964, 63005, 82808, 57318, 91539, 67995, 58221, 82756, 66287, 55964, 54713, 55964, 63997, 63005, 65332, 63749, 94408, 65238, 53045, 62579, 48432, 62012, 84653, 61020, 82756, 79284, 120549, NA, 47846, 59045, 95618, 179111, 57149, 61516, 50606, 91502, 55964, 67660, 54869, 110109, 108265, 75204, 87815, 59485, 55693, 66821, 78971, 51690, 65734, 82440, 61681, 58943, 63749, 51273, 57318, 72983, NA, 102902, 49883, 57017, 61064, 77144, 50856, 54713, 52941, 75330, 57995, 58402, 52107, 49527, 44021, 52107, 75282, 64493, 76460, 102743, 57318, 53984, 63997, 60523, 72860, NA, 55286, 100087, 69897, 68858, 62546, 73486, 48041, 75097, 71575, 82756, 66772, 70680, 99069, 62528, 53358, 46254, 58673, 61020, 60433, 86036, 58221, 64493, 128149, 74200, 65486, 73852, 72482, 111769, NA, 56415, 68548, 64150, 59576, 105083, 73164, 137496, 95317, 63005, 73787, 108532, 75204, 59350, 84653, 67524, 63005, NA, 121825, 64493, 83704, NA, 100554, 81491, 83915, 79284, 79150, 58673, 69165, 56234, NA, 102902, 67660, 105465, 60729, 69338, 74200, 87604, 63005, 62260, 121046, 93467, 173400, 81886, 46478, 85243, 57318, 64990, 57318, 91211, 98551, 135440, 62012, 63997, 35416, 62409, 61218, 69338, 66915, 73399, 73949, 65524, 63005, 100738, 57318, 84653, 83388, 64295, 79541, 77715, 73949, 35351, 32806, 37208, 96288, 54509, 71575, 72274, 51607, 77297, 71819, 71015, 83388, 63997, 65657
#> $ earn_count_wne_hi_2yr <dbl> 37, 74, NA, NA, 95, 131, 11, NA, 72, 12, 109, 16, 13, 552, 148, 172, 34, 54, 31, NA, 13, 50, 73, 27, 121, 32, NA, NA, 52, 62, 91, 19, 25, 33, 85, 72, 53, 58, 21, 36, 182, 108, 159, 654, 14, 70, 82, 37, NA, 14, 50, NA, NA, 272, 21, 35, 222, 48, NA, 13, 376, 24, 258, 37, 116, 49, 90, 35, 105, 134, 46, 638, 95, 12, 266, 69, 165, 43, 161, 32, 278, 80, 28, 22, 174, NA, 105, NA, 164, 41, 16, 52, NA, 35, 37, 73, 13, 370, 46, 99, 136, NA, 166, 36, 216, 247, 681, 34, 717, NA, 217, 185, 94, 590, 76, 128, 717, 223, 67, 54, 29, 30, 59, 34, 46, 66, 23, 170, 293, 16, NA, 87, 130, 51, 23, 83, 27, 81, 22, 100, 37, 14, 21, 78, 18, 76, 316, 34, 46, 29, 88, 150, 28, NA, 150, 94, 80, 66, 35, 90, 192, 116, NA, 55, 88, 23, 136, 79, 30, 43, 64, 43, 29, 131, 15, NA, NA, 42, 19, 20, NA, 504, 88, 22, 86, 42, 193, 40, 104, 30, 358, 15, 39, 82, 45, 44, 14, 38, 21, 41, 33, 13, 34, NA, NA, 18, 16, 48, 33, 16, 15, 120, 25, 19, 42, 52, 53, 53, 13, NA, 16, 55, 31, NA, 43, 21, 61, 133, 1384, 287, 47, 67, 26, 30, 23, 93, 34, 51, 189, 313, 52, 16, NA, 62, 31, 35, 68, 218, 69, 54, 14, 82, 17, 21, 71, 43, 43, 21, 16, 251, 246, 37, 30, 33, 59, 45, 626, 128, 54, 19, 70, 18, 27, NA, 134, 109, 58, 64, 142, 95, 52, 89, NA, 32, 144, 297, 31, 30, NA, NA, 220, 16, 21, NA, 14, 18, 47, 24, 17, 34, 42, 16, 31, 40, 44, 73, 41, 19, 104, 89, 19, 59, 122, 1114, 99, 47, 205, 54, 124, 79, 15, 12, 71, 93, 15, 17, 1017, 38, 15, 18, 104, 173, NA, 21, 36, 25, 20, 94, 53, 56, 29, 35, 201, NA, 28, 35, 56, 42, 46, 59, 108, NA, NA, 12, 62, 22, 73, 66, 76, 665, 466, 117, 19, 43, 13, NA, 249, 46, 22, 22, 63, 104, 19, 52, 143, 26, 35, NA, 51, 942, 17, 26, 24, NA, 50, 35, 72, 22, 49, 84, 81, 38, 73, 99, 47, 16, 23, 46, 37, 46, 45, NA, NA, 28, 43, 63, 110, 30, 19, 39, 19, 40, 14, 315, 70, 44, 20, 74, 23, 11, 54, 37, 289, 33, 58, 29, 13, 18, 21, 46, 115, 96, 56, 48, 116, 60, 250, 53, 52, 40, 60, 67, 35, 82, 31, 33, NA, 35, 224, 305, NA, 37, 26, 14, 58, 56, 78, 45, 23, 75, 48, 27, 27, 37, 57, 16, 13, 19, NA, 94, NA, 30, 99, NA, 82, 38, 19, 100, 72, NA, NA, 57, 21, 25, 45, 37, 25, 129, 21, 51, 17, 33, 38, 50, 43, 40, 17, NA, 14, 19, 376, 270, 176, 35, NA, 113, 46, 81, 28, 167, 89, 59, 37, 16, 59, 11, 13, 220, 63, NA, 75, 37, 74, 21, 13, 99, NA, 154, 46, 59, 28, 58, 14, 15, 19, 61, 25, 103, 23, 31, 18, 12, 118, 64, 84, 159, 18, 36, 46, 48, 50, NA, NA, 106, 43, 25, 129, 186, 31, 355, 35, 78, 38, 151, 265, 314, 21, 66, 29, 18, 15, 84, 82, 53, 194, 103, 21, 94, NA, 113, NA, 14, 87, 118, 130, 272, 165, 591, 210, 78, 185, 125, 90, 89, 170, 446, 37, NA, 199, 22, 100, NA, 113, 38, 112, 45, 111, NA, 201, 26, NA, 138, 32, 39, 1359, NA, 28, 27, 20, 16, 68, 116, 310, 91, 21, 178, 21, 23, 33, 140, 149, 476, 34, 16, NA, 19, 37, 193, 20, 81, 15, 143, 11, 128, 48, 63, 43, 226, 49, 32, 17, 158, 51, 137, 88, 51, 156, 46, 21, 93, 1704, 39, 35, 14, 23
#> $ earn_mdn_hi_2yr <dbl> 43798, 70176, NA, NA, 80004, 114892, 50856, NA, 66461, 52107, 58549, 58221, 81333, 98650, 92743, 65042, 54739, 106421, 57318, NA, 48432, 67101, 74105, 58402, 59425, 73075, NA, NA, 71015, 73949, 72214, 85357, 50856, 69338, 90049, 80779, 79838, 67660, 106421, 88907, 73739, 116258, 90983, 143744, 60320, 101406, 80459, 62012, NA, 63005, 88861, NA, NA, 69657, 47260, 67660, 65238, 78074, NA, 76460, 92733, 69338, 79037, 68499, 89672, 80124, 96866, 87973, 128588, 108331, 83768, 131090, 63997, 47260, 89184, 71015, 80503, 66541, 80301, 54661, 66897, 57318, 60161, 87604, 106249, NA, 90348, NA, 70044, 73949, 52941, 64706, NA, 86424, 54697, 99458, 41193, 114046, 61303, 51482, 46790, NA, 75047, 52107, 59688, 75787, 67685, 61020, 88546, NA, 39653, 83022, 65557, 58605, 60689, 62806, 56918, 66566, 53358, 62260, 45696, 59253, 49854, 38289, 60173, 53894, 51106, 134287, 127034, 52941, NA, 65486, 111283, 41342, 55964, 62343, 56415, 78719, 49683, 74786, 61516, 84653, 64493, 65238, 84653, 59576, 100096, 54386, 84653, 73635, 80189, 71661, 72884, NA, 60071, 87470, 59942, 63600, 62260, 58303, 91587, 189565, NA, 48432, 57770, 68778, 61350, 55840, 69338, 71957, 54809, 56931, 63166, 65238, 52107, NA, NA, 62260, 61020, 63005, NA, 66326, 64706, 63005, 57589, 70680, 96991, 68666, 78657, 63005, 67473, 67660, 55286, 57995, 73299, 57318, 56641, 61218, 48432, 69338, 60523, 71015, 57318, NA, NA, 49787, 48432, 61144, 36560, 84653, 61814, 63692, 56641, 67101, 51106, 49344, 46869, 87973, 58673, NA, 58673, 49883, 75204, NA, 78719, 74576, 106421, 92188, 72006, 106102, 51750, 68331, 53537, 52107, 52107, 64572, 63005, 89968, 115060, 106688, 72214, 61177, NA, 64328, 82882, 75518, 71854, 99741, 74200, 61516, 78971, 71778, 46478, 68666, 83388, 71015, 119061, 53775, 69338, 65180, 63318, 81111, 66077, 103746, 64493, 89968, 140166, 98481, 90856, 73635, 89412, 57318, 60771, NA, 90079, 73801, 72602, 80858, 75795, 65238, 65131, 112319, NA, 75204, 72469, 101300, 66915, 55964, NA, NA, 46673, 55964, 46087, NA, 33993, 59722, 88527, 53358, 50465, 59969, 55286, 56563, 47650, 54035, 52107, 53358, 51197, 52265, 70176, 88904, 70456, 58402, 112270, 64473, 50856, 58673, 71495, 73949, 87068, 91017, 55512, 50558, 90856, 82440, 64990, 66171, 69218, 60771, 59417, 55286, 79755, 74953, NA, 73446, 65486, 63749, 73635, 62211, 88971, 85918, 97604, 79473, 109327, NA, 125611, 57318, 71015, 65238, 62409, 54192, 59688, NA, NA, 49644, 70296, 33993, 65387, 71575, 54622, 170426, 145332, 101518, 52107, 56157, 47260, NA, 113850, 108092, 70456, 58673, 56776, 60623, 81498, 88506, 64196, 68499, 52941, NA, 59788, 145543, 96539, 61516, 90637, NA, 67101, 59124, 54401, 58673, 81997, 54686, 63430, 74576, 68443, 68499, 50563, 46478, 51607, 56716, 69897, 76460, 77966, NA, NA, 58557, 49084, 54810, 64493, 71854, 67660, 54748, 48849, 49214, 55964, 127836, 84653, 64121, 44384, 74200, 65486, 49683, 57318, 86867, 76836, 84653, 55286, 60230, 57318, 76460, 58673, 81111, 73035, 86129, 79688, 83177, 85860, 79284, 65610, 63005, 61814, 58402, 73635, 52733, 55964, 61814, 98403, 61516, NA, 62260, 108577, 90283, NA, 71575, 72899, 60161, 65089, 69338, 84284, 64706, 66077, 58092, 67324, 67660, 69338, 76083, 95473, 46087, 63328, 69338, NA, 75518, NA, 63997, 86621, NA, 86867, 72510, 44971, 79284, 60878, NA, NA, 48139, 60623, 58221, 72796, 66104, 82440, 65486, 58402, 54154, 45383, 58402, 86867, 59726, 84100, 73425, 96183, NA, 67164, 61516, 94864, 175674, 57735, 58221, NA, 82440, 51169, 65066, 59124, 102409, 109095, 67660, 91211, 59169, 52733, 64990, 57318, 50677, 65198, NA, 61888, 61020, 59425, 42682, 48432, 74262, NA, 95102, 48198, 54724, 60771, 68778, 46087, 116083, 50465, 76460, 69338, 63005, 43798, 53810, 39369, 33987, 73446, 67101, 76041, 99251, 43240, 54463, 62579, 68219, 70456, NA, NA, 96457, 65131, 57318, 67324, 77966, 62012, 68688, 80022, 78343, 64990, 67324, 92563, 59253, 60771, 45696, 67660, 64990, 59124, 77401, 55625, 54109, 127993, 65486, 63005, 68858, NA, 120363, NA, 52941, 68965, 60013, 57526, 115761, 76460, 131707, 94674, 52420, 68858, 97663, 74786, 52941, 75706, 65131, 53984, NA, 119642, 52107, 71015, NA, 98213, 76878, 80521, 73635, 79912, NA, 68499, 45500, NA, 105585, 63749, 91744, 57714, NA, 78896, 74157, 58673, 76460, 113246, 93467, 155263, 74200, 53358, 82685, 77715, 61064, 58221, 86424, 100915, 127652, 63005, 57995, NA, 63005, 63005, 66461, 65797, 72462, 94408, 60689, 88198, 98506, 61218, 85206, 80292, 65267, 77087, 73949, 63997, 32678, 33993, 37208, 88342, 43519, 78029, 74576, 56415, 79389, 70169, 66821, 64990, 53358, 66821
#> $ tuit_grad_res <dbl> 8130, 7588, 11700, 9834, 10470, 9072, 9540, 9936, 5598, 18530, 7146, 8436, 11700, 10810, 11372, 8956, 7680, 7379, 4626, 4932, 4594, 15678, 13152, 5022, 16224, 11430, 17500, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 11220, 11220, 11220, 11220, 11220, 26896, 8150, 16722, 14940, 17550, 17532, 6738, 13320, 12888, 10452, 11232, 15696, 16713, 44068, 31300, 10980, 20100, 6738, 25470, 6738, 23310, 6738, 27594, 36657, 6738, 41592, 34680, 4410, 6714, 9983, 10836, 12567, 9628, 45288, 11250, 20720, 14940, 6496, 13726, 16632, 12060, 15660, 17730, 20745, 12822, 6497, 6497, 30960, 8190, 28422, 17100, 28800, 13410, 17820, 13050, 6916, 16296, 8019, 5467, 22338, 8912, 16725, 10770, 13320, 21964, 34200, 8570, 18373, 10755, 18996, 9630, 8350, 14076, 16768, 12269, 10584, 7088, 3402, 11736, 5512, 5706, 39800, 13452, 3330, 5187, 6636, 8492, 8910, 4374, 3996, 18600, 15288, 17190, 6232, 6789, 6460, 8851, 10800, 15300, 14328, 18960, 6936, 29730, 7368, 13263, 17168, 7466, 29784, 14310, 18594, 9662, 10962, 15372, 12906, 11858, 50424, 6408, 14845, 24750, 12780, 18996, 17993, 13302, 15100, 10524, 6312, 7767, 11663, 6750, 11460, 7872, 35492, 8497, 7128, 6648, 13000, 16403, 11070, 11700, 8474, 8856, 6996, 16020, 17964, 9990, 5922, 3398, 10068, 9480, 9306, 9670, 12000, 6218, 10764, 10085, 8250, 5173, 10950, 11904, 5670, 6552, 11400, 9132, 6593, 5703, 7234, 5686, 6490, 6540, 5336, 5511, 49030, 7524, 8460, 6840, 24468, 13140, 7182, 7092, 8100, 50410, 15840, 8244, 11718, 7074, 12167, 6858, 14106, 10530, 11610, 22420, 33800, 27216, 49176, 48507, 1675, 13736, 42800, 14793, 3186, 14304, 13524, 16863, 22633, 2520, 20556, 29640, 14994, 32333, 24120, 25344, 2700, 25128, 12232, 12942, 27666, 15120, 13712, 12720, 19116, 21466, 16764, 11300, 9959, 16338, 12869, 10710, 6927, 14746, 13312, 12778, 9630, 8550, 8532, 7185, 16240, 8820, 7373, 8100, 24386, 14076, 6885, 6720, 5269, 10080, 6298, 7141, 7644, 6858, 10206, 7780, 7549, 8400, 7575, 6683, 8496, 7200, 12654, 15672, 9405, 4551, 8025, 15030, 19350, 6307, 4644, 48950, 12690, 8400, 4135, 9810, 3600, 4649, 7134, 14038, 3600, 4968, 4752, 16000, 13560, 18810, 9108, 9810, 16720, 15660, 21564, 18000, 15102, 12960, 10196, 13156, 24156, 10464, 19008, 14545, 22239, 16536, 19476, 33328, 10686, 12024, 10998, 3934, 4418, 7780, 4088, 14376, 3026, 37623, 32517, 14310, 29286, 26460, 43552, 29500, 10130, 10130, 10130, 16380, 15624, 32160, 22320, 19116, 27087, 13536, 28272, 17505, 14040, 15156, 19170, 13500, 13230, 42610, 39936, 21870, 10350, 28680, 13482, 41804, 12240, 13194, 14382, 16182, 15930, 15888, 10870, 10870, 10870, 10870, 10870, 10870, 10870, 10870, 10870, 34632, 16200, 17483, 19800, 4744, 11326, 4656, 12654, 3371, 7722, 9900, 13770, 4545, 9643, 4252, 5117, 4647, 8088, 4448, 3639, 11520, 11194, 37520, 9450, 4348, 12100, 6865, 7185, 5570, 7731, 5713, 12697, 7632, 11250, 42576, 12790, 9565, 16020, 14400, 16008, 11090, 11349, 10200, 10260, 12890, 8964, 10825, 10620, 11560, 9510, 12600, 13166, 18636, 18936, 11970, 13474, 10908, 8492, 9270, 20772, 6043, 3899, 5033, 13734, 4886, 4464, 5316, 22230, 10762, 15504, 15000, 12150, 14391, 30421, 13248, 17496, 14292, 19560, 13140, 11592, 11520, 11592, 16261, 16254, 11592, 7824, 32184, 22212, 16200, 17370, 11934, 11772, 13248, 11592, 23020, 43320, 25560, 10106, 9300, 12060, 19964, 32286, 15858, 12240, 25000, 11352, 12672, 11592, 11592, 15786, 17917, 15840, 11592, 24800, 22368, 13260, 26832, 11826, 8880, 11796, 9180, 7542, 3750, 15075, 70, 8826, 7650, 12398, 13320, 14312, 6840, 7516, 8300, 20160, 8580, 22600, 5700, 18576, 7992, 9024, 11376, 18956, 8820, 7974, 8100, 11044, 8502, 8380, 9200, 6426, 6870, 19890, 3783, 28494, 12240, 3568, 15408, 30200, 3619, 3630, 16481, 7074, 6602, 5798, 7956, 15930, 6048, 3350, 20115, 14940, 3849, 5450, 15390, 4362, 35712, 25092, 20934, 5139, 15570, 40896, 10350, 4896, 6167, 3672, 3228, 5784, 7141, 11300, 12418, 4497, 4896, 26640, 5186, 1600, 5400, 4522, 10620, 4402, 6680, 7280, 5323, 7192, 6473, 7677, 13412, 14436, 17073, 15096, 9000, 12726, 13715, 10628, 10776, 9648, 8051, 8820, 6588, 16920, 8736, 20304, 12467, 10976, 15026, 13914, 10953, 16457, 18202, 25381, 13800, 19353, 11224, 15207, 9582, 11952, 5770, 9000, 10176, 12015, 10539, 10170, 16164, 10305, 4860, 19350, 7936, 7640, 7640, 10387, 7640, 7640, 4338, 2652, 2652, 2652, 9208, 10692, 11160, 6738, 11880, 6738, 6500, 6974, 6738, 9000, 5144
#> $ fee_grad_res <dbl> 1236, 0, 1390, 508, 0, 1624, 840, 640, 1226, 610, 802, 1385, 410, 696, 1011, 451, 1604, 971, 1292, 1026, 1287, 500, 0, 918, 220, 710, 150, 3603, 1385, 1256, 1138, 1595, 1568, 951, 841, 1088, 1092, 988, 911, 1115, 1428, 2017, 1844, 1463, 2118, 1865, 370, 0, 300, 40, 85, 500, 1737, 180, 930, 135, 0, 80, 619, 380, 120, 0, 172, 1612, 354, 1012, 50, 1946, 0, 0, 1916, 713, 400, 2488, 1738, 0, 1774, 840, 2088, 303, 0, 184, 2510, 4460, 2270, 80, 510, 200, 720, 0, 828, 4722, 4801, 792, 50, 690, 526, 45, 0, 0, 100, 1956, 1294, 1857, 1190, 250, 2185, 200, 1967, 0, 1200, 1016, 1797, 802, 400, 0, 0, 2078, 0, 0, 450, 80, 1974, 1602, 400, 1454, 1850, 3180, 2200, 1376, 2022, 2092, 2270, 0, 2116, 1962, 0, 880, 130, 2208, 1713, 2070, 120, 0, 260, 360, 330, 2769, 250, 1900, 3080, 720, 1504, 500, 100, 848, 0, 390, 0, 0, 1981, 440, 1389, 100, 0, 100, 313, 327, 375, 450, 4059, 1642, 3558, 0, 200, 960, 0, 588, 500, 200, 595, 0, 930, 428, 0, 1075, 1501, 0, 280, 0, 240, 1884, 657, 0, 958, 406, 862, 0, 1514, 0, 0, 110, 905, 0, 300, 300, 150, 0, 2755, 2483, 1872, 1064, 2166, 2172, 1829, 3996, 3939, 1980, 1142, 0, 830, 682, 1508, 1924, 2448, 210, 1800, 60, 270, 1538, 1404, 0, 1512, 60, 0, 40, 0, 580, 90, 710, 88, 8563, 0, 30, 0, 2556, 375, 2089, 355, 280, 4671, 162, 195, 405, 52, 0, 60, 2664, 690, 0, 790, 0, 1235, 0, 766, 150, 328, 0, 722, 432, 0, 350, 310, 290, 1757, 923, 0, 0, 0, 0, 669, 1495, 0, 883, 0, 214, 360, 777, 684, 1277, 0, 120, 120, 100, 20, 600, 0, 110, 300, 1095, 701, 126, 396, 324, 660, 0, 2342, 0, 490, 546, 1101, 910, 330, 0, 100, 1758, 525, 1203, 1441, 1676, 0, 1131, 532, 535, 1175, 175, 0, 630, 50, 400, 198, 870, 910, 968, 2718, 1944, 3316, 700, 1676, 2806, 3131, 450, 2097, 60, 1186, 3214, 0, 1386, 2083, 1598, 1526, 853, 0, 1624, 1335, 970, 724, 650, 790, 2002, 85, 308, 432, 430, 470, 860, 491, 970, 490, 111, 290, 1904, 540, 0, 620, 950, 160, 0, 276, 2432, 100, 350, 1000, 300, 274, 50, 0, 814, 351, 180, 340, 1824, 2051, 2477, 1696, 711, 1284, 1063, 515, 480, 1242, 1000, 550, 200, 2977, 549, 2632, 0, 2162, 50, 0, 105, 2902, 1963, 3026, 2636, 2477, 2484, 2595, 2285, 0, 536, 490, 0, 2844, 720, 1375, 1458, 962, 1405, 0, 0, 1765, 0, 34, 1678, 114, 50, 685, 0, 0, 918, 420, 0, 638, 0, 500, 450, 865, 0, 0, 1555, 176, 300, 100, 0, 12, 410, 1905, 2668, 751, 673, 2702, 2070, 3283, 306, 1110, 490, 1434, 0, 180, 1651, 1852, 213, 1317, 0, 1710, 0, 263, 2573, 90, 3916, 130, 468, 5096, 138, 840, 0, 230, 550, 0, 450, 274, 2923, 570, 1030, 0, 1314, 1415, 0, 948, 3318, 990, 0, 550, 50, 600, 3384, 3771, 890, 100, 0, 2399, 300, 1728, 0, 0, 0, 0, 1566, 100, 700, 40, 0, 12914, 856, 0, 400, 120, 300, 0, 1042, 1473, 730, 200, 260, 0, 0, 1379, 0, 70, 30, 1643, 1260, 1776, 1790, 1394, 1040, 1171, 0, 20, 0, 2612, 3006, 350, 2732, 800, 0, 1440, 2146, 2485, 1360, 1166, 1192, 982, 1575, 1958, 2367, 0, 1450, 2029, 1733, 816, 2782, 540, 150, 324, 2184, 680, 5664, 960, 1531, 1801, 2437, 2141, 3120, 1678, 0, 0, 1126, 1480, 48, 1915, 5118, 2125, 2364, 1180, 1947, 0, 756, 954, 630, 1054, 912, 182, 0, 2176, 1916, 5258, 500, 60, 3096, 35, 1104, 379, 92, 3030, 180, 2744, 1190, 2065, 2167, 2654, 0, 841, 424, 200, 100, 0, 765, 1529, 1059, 921, 0, 1734, 0, 700, 0, 0, 120, 0, 0, 0, 0, 0, 1271, 1122, 1402, 1066, 1396, 1335, 900, 900, 900, 794, 300, 300, 1911, 500, 907, 290, 1987, 1075, 0, 1690
#> $ tuit_grad_nres <dbl> 16260, 17294, 11700, 21830, 26950, 27216, 9540, 20592, 11196, 18530, 14292, 17233, 11700, 23480, 31124, 17781, 17400, 18842, 9252, 9864, 9188, 15678, 13152, 7452, 16224, 11430, 17500, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 26322, 26322, 26322, 26322, 26322, 26896, 8150, 16722, 14940, 17550, 17532, 15666, 13320, 12888, 10452, 11232, 15696, 16713, 44068, 31300, 10980, 20100, 15666, 25470, 15666, 23310, 15666, 27594, 36657, 15666, 41592, 34680, 10332, 22374, 20153, 28656, 12567, 23604, 45288, 11250, 20720, 14940, 18102, 34762, 16632, 12060, 15660, 17730, 20745, 12822, 18102, 18102, 30960, 8190, 28422, 17100, 28800, 13410, 17820, 13050, 25759, 16296, 22108, 16695, 22338, 21393, 16725, 27335, 13320, 21964, 34200, 19585, 18373, 10755, 18996, 9630, 19048, 14076, 16768, 12269, 10584, 22166, 13590, 11736, 13507, 11952, 39800, 27872, 13248, 18486, 26518, 24090, 8910, 15750, 15498, 18600, 36768, 17190, 20682, 20870, 21268, 8851, 10800, 15300, 14328, 18960, 16656, 29730, 14736, 22217, 17168, 15038, 29784, 14310, 18594, 9662, 10962, 15372, 12906, 20426, 50424, 12816, 14845, 24750, 12780, 18996, 17993, 13302, 15100, 26310, 11156, 11651, 11663, 6750, 11460, 7872, 35492, 16691, 13986, 15661, 13000, 16403, 11070, 11700, 21786, 26460, 6996, 16020, 17964, 9990, 18414, 9676, 10068, 22176, 9306, 21828, 12000, 16302, 10764, 10085, 16786, 12704, 10950, 11904, 5670, 6552, 16320, 9132, 19478, 16778, 20673, 16617, 18590, 19017, 5336, 19239, 49030, 24498, 8460, 18468, 24468, 19062, 12384, 9108, 8100, 50410, 15840, 11862, 25272, 13860, 12167, 12060, 14106, 10530, 11610, 22420, 33800, 27216, 49176, 48507, 1675, 13736, 42800, 14793, 3186, 25853, 29644, 32913, 22633, 4140, 20556, 29640, 27068, 32333, 24120, 25344, 2700, 25128, 18216, 12942, 27666, 27840, 13712, 12720, 19116, 43346, 32940, 19998, 14922, 24648, 24517, 10710, 6927, 31939, 28195, 12778, 9630, 8550, 8532, 14370, 25120, 8820, 11201, 8100, 24386, 14076, 6885, 10120, 5269, 10080, 6298, 7141, 21912, 6858, 10206, 20900, 16419, 8400, 7575, 13366, 8496, 7200, 12654, 15672, 9405, 9103, 8025, 15030, 19350, 11767, 9324, 48950, 12690, 8400, 18742, 9810, 7200, 12987, 20412, 14038, 7200, 18878, 18662, 16000, 13560, 18810, 10494, 9810, 16720, 15660, 21564, 18000, 15102, 12960, 17966, 17831, 24156, 15837, 28092, 14545, 22239, 28128, 19476, 33328, 16449, 12024, 17856, 9880, 7552, 22643, 14254, 14376, 8730, 37623, 32517, 14310, 29286, 26460, 43552, 29500, 18720, 18720, 18720, 16380, 15624, 32160, 22320, 19116, 27087, 13536, 28272, 17505, 14040, 15156, 19170, 13500, 13230, 42610, 39936, 21870, 10350, 28680, 13482, 41804, 12240, 13194, 14382, 16182, 15930, 15888, 22210, 22210, 22210, 22210, 22210, 22210, 22210, 22210, 22210, 34632, 16200, 17483, 19800, 17913, 11326, 17547, 12654, 14219, 7722, 9900, 13770, 16950, 26854, 17423, 18566, 17347, 22610, 16667, 13896, 11520, 11194, 37520, 9450, 14755, 12100, 6865, 19184, 14873, 13237, 5713, 12697, 13284, 11250, 42576, 24532, 16297, 16020, 14400, 16008, 19362, 11349, 10200, 10260, 29604, 8964, 10825, 10620, 32008, 17502, 12600, 23502, 18636, 18936, 11970, 22890, 10908, 12992, 9270, 20772, 15010, 8813, 19801, 13734, 18989, 10674, 11652, 22230, 13354, 15504, 15000, 21799, 24759, 30421, 20736, 17496, 17892, 19560, 13140, 17400, 11520, 17400, 16261, 16254, 17400, 7824, 32184, 22212, 16200, 17370, 11934, 11772, 13248, 17400, 23020, 43320, 25560, 17636, 9300, 12060, 34266, 32286, 15858, 12240, 25000, 11352, 12672, 17400, 17400, 21636, 17917, 15840, 17400, 24800, 22368, 13260, 26832, 11826, 8880, 24206, 9180, 7542, 3750, 15075, 70, 18424, 7650, 27008, 24144, 27570, 6840, 14449, 22280, 20160, 8580, 22600, 5700, 18576, 22248, 9024, 11376, 18956, 17604, 22086, 24218, 29232, 14262, 20020, 23720, 6426, 6870, 19890, 11128, 28494, 12240, 10912, 15408, 30200, 11564, 10974, 16481, 15696, 13046, 13142, 17100, 15930, 13392, 10694, 20115, 14940, 5019, 12794, 15390, 12390, 35712, 25092, 20934, 12483, 15570, 40896, 10350, 12240, 14327, 11015, 10572, 15953, 15638, 21518, 24150, 12326, 12294, 26640, 20785, 8244, 12744, 11867, 10620, 5081, 6680, 22861, 18632, 17718, 22848, 16161, 13412, 14436, 17073, 38160, 24686, 12726, 13715, 29306, 10776, 26688, 8051, 8820, 15462, 16920, 25548, 20304, 25095, 22479, 25168, 13914, 25438, 16457, 18202, 25381, 13800, 19353, 24656, 27255, 19866, 11952, 14114, 23238, 10176, 12015, 10539, 10170, 16164, 10305, 4860, 19350, 7936, 16771, 16771, 23424, 16771, 16771, 12978, 2652, 2652, 2652, 28010, 10692, 11160, 15666, 11880, 15666, 6500, 28170, 15666, 9000, 17544
#> $ fee_grad_nres <dbl> 1236, 0, 1390, 508, 0, 1624, 840, 640, 1226, 610, 802, 1727, 410, 696, 1011, 513, 1604, 971, 1292, 1026, 1287, 500, 0, 918, 220, 710, 150, 3603, 1385, 1256, 1138, 1595, 1568, 951, 841, 1088, 1092, 988, 911, 1115, 1428, 2017, 1844, 1463, 2118, 1865, 370, 0, 300, 40, 85, 500, 1737, 180, 930, 135, 0, 80, 619, 380, 120, 0, 172, 1612, 354, 1012, 50, 1946, 0, 0, 1916, 713, 400, 2488, 1738, 0, 1774, 840, 2088, 303, 0, 184, 2510, 5654, 2270, 80, 510, 200, 720, 0, 828, 5917, 5996, 792, 50, 690, 526, 45, 0, 0, 100, 2898, 1294, 2561, 1751, 250, 2809, 200, 2795, 0, 1200, 1016, 2348, 802, 400, 0, 0, 2078, 0, 0, 450, 80, 2728, 1602, 400, 1454, 1850, 3180, 2200, 1376, 2022, 2092, 2270, 0, 2116, 1962, 0, 880, 130, 2208, 1713, 2070, 120, 0, 260, 360, 330, 2769, 250, 1900, 3080, 720, 1504, 500, 100, 848, 0, 390, 0, 0, 1981, 440, 1389, 100, 0, 100, 313, 327, 375, 450, 4059, 1782, 3558, 0, 200, 960, 0, 588, 500, 200, 595, 0, 930, 428, 0, 1075, 1501, 0, 280, 0, 240, 1884, 657, 0, 958, 406, 862, 0, 1514, 0, 0, 110, 905, 0, 300, 300, 150, 0, 19690, 2483, 1872, 1064, 2166, 2172, 1829, 13996, 3939, 1980, 1142, 0, 830, 682, 1508, 1924, 2448, 210, 1800, 60, 270, 1538, 1404, 0, 1512, 60, 0, 40, 0, 580, 90, 710, 88, 8563, 0, 30, 0, 2556, 375, 2089, 355, 280, 4671, 162, 195, 405, 52, 0, 60, 2664, 690, 0, 790, 0, 1235, 0, 766, 150, 328, 0, 722, 432, 0, 350, 310, 290, 1757, 923, 0, 0, 0, 0, 669, 1495, 0, 883, 0, 214, 360, 777, 684, 1277, 0, 120, 10473, 100, 20, 600, 0, 110, 300, 1095, 701, 126, 396, 324, 660, 0, 2342, 0, 490, 546, 1101, 910, 330, 0, 100, 1812, 525, 1203, 1441, 1676, 0, 1131, 532, 535, 1175, 175, 0, 630, 50, 400, 198, 870, 910, 968, 2718, 1944, 3316, 700, 1676, 2806, 3131, 450, 2097, 60, 1186, 3214, 0, 1386, 2083, 1598, 1526, 853, 0, 1624, 1335, 970, 724, 650, 790, 2002, 85, 308, 432, 430, 470, 860, 491, 970, 490, 111, 290, 1904, 540, 0, 620, 950, 160, 0, 276, 2432, 100, 350, 1000, 300, 274, 50, 0, 814, 351, 180, 340, 1824, 2051, 2477, 1696, 711, 1284, 1063, 515, 480, 1242, 1000, 550, 200, 2977, 549, 2632, 0, 2162, 50, 0, 105, 2902, 1963, 3026, 2636, 2477, 2484, 2595, 2285, 0, 536, 490, 0, 2844, 720, 1375, 1458, 962, 1405, 0, 0, 1765, 0, 34, 1678, 114, 50, 685, 0, 0, 918, 420, 0, 638, 0, 500, 450, 865, 0, 0, 1555, 176, 300, 100, 0, 12, 410, 1905, 2668, 751, 673, 2702, 2070, 3283, 306, 1110, 490, 1434, 0, 180, 1651, 1852, 213, 1317, 0, 1710, 0, 263, 2861, 90, 5119, 130, 468, 6875, 138, 840, 0, 230, 550, 0, 450, 274, 3825, 570, 1030, 0, 1452, 1415, 0, 948, 3318, 990, 0, 550, 50, 600, 3672, 4930, 890, 100, 0, 2615, 300, 1728, 0, 0, 0, 0, 1566, 100, 700, 40, 0, 32888, 856, 0, 400, 120, 300, 0, 1042, 1473, 730, 200, 260, 0, 0, 1379, 0, 70, 30, 1643, 1260, 1776, 2020, 1394, 1040, 1171, 0, 20, 0, 2612, 3006, 350, 3161, 800, 0, 1440, 2146, 2485, 1360, 1166, 1192, 982, 1575, 1958, 2796, 0, 1450, 2029, 1733, 816, 2782, 540, 150, 324, 2184, 680, 5664, 960, 1531, 1801, 2437, 2141, 3120, 1678, 0, 0, 1126, 1480, 48, 1915, 5666, 2125, 2364, 1180, 1947, 0, 756, 954, 630, 1054, 912, 182, 0, 2176, 1916, 5814, 500, 60, 3096, 35, 1608, 379, 92, 3030, 180, 3312, 1190, 2669, 2792, 3336, 0, 841, 424, 200, 100, 0, 765, 1529, 1059, 921, 0, 1946, 0, 700, 0, 0, 120, 0, 0, 0, 0, 0, 1271, 1122, 1402, 1066, 1396, 1335, 900, 900, 900, 794, 300, 300, 1911, 500, 907, 290, 3046, 1075, 0, 1690
#> $ books_supplies <dbl> 1600, 1200, 1500, 1688, 1200, 1200, 1800, 1020, 1500, 1000, 1129, 1400, 1220, 1103, 800, 1000, 1715, 1046, 1137, 1410, 1200, 1200, 800, 1600, 1792, 1790, 1791, 1848, 1898, 1500, 1791, 1650, 1792, 1764, 1792, 1898, 1500, 1898, 1898, 1600, 1792, 1601, 1766, 1636, 1716, 1541, 1500, 1700, 1790, 1854, 1920, 1792, 1660, 1791, 1791, 1900, 1592, 1844, 1791, 1791, 1500, 1790, 1775, 1818, 1800, 1900, 1600, 1899, 1791, 1107, 1790, 1200, 1800, 1800, 1800, 1800, 1800, 1000, 1200, 1200, 1800, 1000, 1500, 1300, 850, 1150, 972, 1000, 800, 1200, 1000, 1400, 1300, 800, 1800, 800, 1600, 1275, 1040, 1500, 800, 1152, 1400, 1138, 1320, 1200, 1590, 1244, 1210, 1320, 2000, 930, 1200, 1500, 1030, 1250, 1720, 1200, 850, 1200, 1600, 1500, 1200, 1298, 1300, 1222, 1270, 1224, 800, 1400, 1500, 1200, 1006, 1400, 1200, 1500, 1600, 952, 1200, 1200, 1000, 1214, 1200, 1000, 1200, 1200, 1104, 150, 1000, 900, 1400, 1510, 942, 1500, 1500, 1200, 1000, 1350, 1200, 1000, 1400, 1620, 2400, 1000, 1500, 1200, 1200, 1200, 800, 1200, 1100, 840, 900, 1200, 1200, 1000, 1000, 1250, 1140, 1170, 1204, 1380, 1200, 1200, 950, 995, 950, 1280, 1200, 1560, 1200, 1000, 1080, 1500, 1080, 986, 856, 1490, 1000, 2547, 1000, 1000, 1000, 792, 1100, 1200, 1200, 1000, 1160, 1500, 1220, 1220, 1220, 1220, 1220, 1240, 1220, 1200, 1000, 1200, 1200, 800, 1600, 2200, 1400, 1200, 1220, 1250, 0, 1200, 2500, 1300, 1300, 1200, 1000, 1000, 1100, 1260, 1250, 1000, 1000, 800, 1500, 800, 1150, 1000, 1200, 1000, 800, 1000, 1200, 1280, 1000, 1200, 1200, 1240, 1000, 1368, 1100, 1000, 904, 880, 1000, 1200, 1000, 1453, 1048, 1076, 1300, 1000, 764, 1350, 1000, 800, 1196, 948, 1200, 1186, 2000, 480, 1500, 1000, 600, 1200, 1300, 1000, 1000, 1200, 1200, 1556, 1200, 1000, 2300, 1200, 1400, 1100, 1200, 1200, 3300, 1040, 1000, 1200, 1000, 1000, 1200, 1200, 400, 1800, 1485, 1200, 502, 1100, 980, 1000, 1200, 1400, 1350, 1600, 1080, 1012, 1040, 1120, 1298, 1300, 1200, 1000, 1200, 1337, 1400, 2100, 1200, 1230, 1300, 1350, 1600, 1200, 1384, 1234, 1300, 2600, 1569, 1500, 1350, 1000, 1200, 1597, 1698, 1600, 950, 1100, 1080, 1298, 1200, 1466, 1020, 1300, 1000, 1416, 1000, 1400, 910, 1364, 1364, 1364, 1200, 1500, 1012, 1000, 1500, 1300, 1300, 2000, 1200, 1000, 1524, 1470, 1200, 1185, 1589, 1070, 1104, 1000, 800, 1100, 1050, 1200, 800, 1200, 1000, 1100, 615, 1200, 1000, 1196, 900, 1037, 1600, 800, 1528, 1500, 1440, 778, 1400, 822, 700, 1600, 1280, 900, 400, 1300, 1160, 1200, 1400, 1442, 1200, 956, 1500, 1082, 1104, 1505, 1500, 1200, 1400, 1400, 2151, 1222, 1100, 1000, 800, 1000, 912, 1582, 1010, 1550, 1200, 1500, 800, 1000, 1240, 1000, 1200, 1100, 1320, 1200, 1216, 1400, 1200, 1100, 1234, 1030, 2000, 1150, 1216, 1200, 1104, 1248, 1000, 1100, 900, 1200, 1600, 1260, 1260, 1500, 714, 1000, 1218, 1200, 1425, 950, 900, 1551, 1122, 1050, 2090, 864, 999, 1144, 1500, 1200, 1200, 1000, 1020, 1000, 1000, 1000, 1700, 1400, 1200, 1066, 900, 1200, 1080, 1100, 1000, 1100, 1000, 1597, 1000, 1488, 1840, 1280, 1200, 1500, 2000, 1300, 1200, 1200, 1550, 1000, 1100, 1500, 1200, 1300, 1500, 1200, 1300, 1500, 940, 1200, 1400, 2000, 1400, 1060, 1159, 1308, 2200, 1023, 1160, 1000, 950, 1200, 1550, 1400, 1600, 1000, 1400, 1500, 1090, 1420, 1200, 1400, 1415, 1540, 1400, 1598, 1400, 2300, 2300, 1471, 1250, 1250, 1200, 1444, 1274, 868, 1260, 1200, 1400, 1400, 1000, 1064, 1210, 1200, 1300, 1200, 1000, 1456, 1550, 1300, 1350, 1000, 1200, 1300, 800, 1050, 1094, 1000, 1300, 800, 1298, 1192, 820, 1200, 1344, 1054, 1206, 662, 1200, 1216, 1292, 1050, 1000, 1524, 1200, 1050, 1650, 1000, 812, 1600, 810, 976, 1232, 1200, 1000, 1000, 1500, 1200, 1350, 1000, 1000, 1200, 1100, 990, 1771, 1000, 1200, 1000, 1000, 1500, 1210, 2804, 1294, 1000, 900, 1092, 1000, 825, 1000, 1500, 960, 825, 906, 840, 1000, 900, 625, 700, 1078, 1600, 800, 950, 800, 1008, 1000, 400, 1000, 800, 500, 370, 1200, 1700, 1700, 1700, 1220, 1400, 1800, 1764, 1600, 1339, 200, 1200, 1898, 1046, 2000
#> $ roomboard_off <dbl> 8830, 11682, 9600, 9603, 13050, 12898, 8000, 8980, 7284, 9850, 5815, 12080, 15060, 9216, 11300, 9262, 9406, 10332, 8910, 12634, 7054, 6756, 2500, 6915, 12494, 12370, 12492, 12507, 13780, 10900, 13770, 12588, 11360, 12888, 12492, 13882, 13884, 12910, 13882, 11358, 12492, 8606, 9814, 10667, 9008, 10131, 12268, 12400, 4968, 13293, 13200, 13500, 12638, 12492, 12492, 12298, 11104, 12916, 12492, 12492, 14330, 12492, 12492, 12050, 12492, 13882, 13990, 13882, 12492, 12240, 13882, 14348, 12492, 9693, 11205, 10400, 11788, 8910, 9693, 12021, 9694, 12265, 8520, 10503, 12436, 13860, 11986, 11468, 13850, 10462, 10750, 9698, 11884, 12068, 6000, 15698, 13040, 12500, 11440, 11400, 11608, 9764, 10826, 9636, 11364, 13610, 11837, 10680, 9910, 16740, 8544, 16490, 9934, 19125, 8776, 11530, 11680, 9700, 13997, 12326, 3500, 6500, 9354, 10622, 9684, 11750, 9030, 13486, 13640, 7672, 13150, 9800, 8032, 8540, 9258, 6849, 12478, 13030, 17362, 8974, 8280, 8354, 8350, 3858, 10010, 5850, 13387, 9546, 5500, 10868, 10882, 10260, 8082, 8000, 7000, 11500, 7500, 15300, 8565, 8980, 10776, 15489, 6588, 12660, 6111, 7750, 8600, 16699, 7200, 7206, 10186, 9211, 9580, 6000, 4000, 12947, 8000, 6812, 9920, 9696, 7170, 7010, 7400, 8900, 9060, 8356, 8588, 5440, 9470, 8120, 7970, 8392, 7710, 7590, 9610, 11169, 7662, 10881, 7025, 5955, 6296, 10252, 10575, 11820, 3600, 6750, 8400, 7713, 15772, 6516, 9074, 9073, 9074, 9073, 9072, 9714, 9073, 13844, 10164, 7200, 9980, 6500, 14200, 13114, 6000, 11240, 10255, 7870, 15430, 13966, 11876, 7500, 11352, 4630, 6012, 11660, 3500, 15130, 10200, 14870, 11330, 12200, 8000, 8450, 8881, 6380, 5150, 11897, 9200, 15050, 10310, 14500, 11890, 10000, 14882, 9730, 13410, 5400, 10464, 7346, 6324, 9514, 7400, 7780, 8810, 10107, 10872, 9784, 8064, 8706, 6252, 9185, 10040, 9270, 9134, 9561, 17358, 6600, 8500, 9894, 9610, 9377, 4120, 8230, 7700, 8700, 9010, 7686, 8460, 9356, 9000, 7374, 6100, 10002, 7394, 9812, 9418, 10000, 5900, 9488, 8350, 6290, 5104, 7998, 9000, 6521, 8558, 6400, 10125, 10640, 8508, 8288, 15596, 9516, 2050, 8826, 10350, 7164, 8648, 9774, 8354, 7110, 9190, 10558, 12200, 11700, 9514, 9708, 9990, 13500, 10894, 10575, 13000, 9882, 9475, 12446, 10973, 8967, 10964, 10300, 10849, 9600, 17934, 7500, 14350, 11942, 5670, 10800, 7496, 9108, 9472, 8944, 12800, 8224, 9720, 12196, 8000, 9892, 9600, 17010, 13900, 13713, 13713, 13713, 11570, 10000, 11924, 17315, 14400, 10230, 12970, 25000, 15010, 13250, 8096, 9436, 9900, 13380, 13000, 17578, 15558, 9300, 18312, 7222, 12500, 7000, 11463, 12356, 6500, 11740, 12450, 9750, 8090, 11241, 12900, 12982, 12000, 13390, 11600, 11948, 15217, 12865, 10036, 13260, 8380, 10760, 9241, 11495, 8070, 5400, 11600, 6244, 7153, 12218, 9823, 8744, 9636, 10635, 8624, 8208, 10700, 7300, 13404, 7000, 10100, 7292, 8264, 7856, 8136, 12342, 5500, 8882, 7446, 11000, 14298, 12102, 12000, 12680, 5795, 11250, 10720, 6176, 7760, 6300, 12454, 4150, 9000, 6360, 11706, 12268, 10200, 7514, 11508, 6450, 8538, 11376, 11730, 8990, 8136, 5400, 9772, 6378, 8840, 9814, 10280, 5544, 5112, 11338, 8930, 10528, 8650, 11874, 9807, 11822, 12200, 7556, 9699, 8998, 5100, 8912, 10000, 10524, 10784, 11042, 11146, 13328, 14367, 11760, 7200, 11990, 4000, 12000, 10062, 12044, 7500, 7100, 12690, 9268, 10000, 12858, 11230, 14536, 3150, 12880, 11000, 9400, 9212, 9504, 8080, 12336, 13093, 7090, 12860, 8190, 8618, 10460, 9000, 6700, 13650, 9586, 10450, 9990, 9050, 5905, 10897, 9144, 9892, 10540, 7928, 7464, 8630, 8008, 9711, 11330, 7508, 8700, 7690, 9980, 7952, 5090, 7880, 5000, 9153, 8246, 9100, 10238, 7996, 6610, 8750, 8500, 9400, 9310, 8216, 10576, 7204, 9114, 10692, 8500, 9532, 7780, 8973, 9704, 8720, 7996, 11067, 10794, 7550, 6910, 10332, 7590, 8012, 7960, 7872, 7355, 13750, 11112, 10090, 8720, 4000, 8700, 13694, 8868, 7260, 9710, 7466, 10368, 8410, 10070, 10190, 9496, 9970, 12000, 9558, 12974, 9081, 6885, 11000, 8582, 7448, 7500, 7880, 5960, 9936, 8000, 7904, 10576, 12920, 10000, 11382, 7965, 8000, 12186, 11700, 9334, 8046, 10120, 11118, 13430, 10864, 9990, 8720, 11280, 10726, 9648, 10941, 11158, 7800, 10330, 9100, 11499, 11356, 14625, 10524, 9585, 8426, 8340, 7850, 6517, 6718, 10280, 8370, 5664, 3750, 12160, 8510, 7538, 7600, 10030, 7350, 7600, 10320, 8000, 8000, 8000, 9460, 8936, 11104, 12826, 11448, 15450, 6000, 9672, 13882, 17654, 13128
#> $ oth_expense_off <dbl> 3090, 4886, 1600, 3578, 4116, 5664, 4700, 3180, 2800, 5498, 5227, 4250, 4160, 4708, 5200, 5070, 5213, 4104, 5202, 4766, 5471, 2414, 2850, 6939, 4158, 4158, 4258, 2646, 2924, 2516, 2658, 2716, 2478, 2870, 2658, 2924, 2706, 2934, 2924, 2182, 2658, 5665, 5383, 5140, 5317, 5621, 4100, 4340, 4286, 4239, 4610, 4292, 2444, 4258, 4536, 5382, 3696, 4914, 4245, 4158, 2500, 4158, 4156, 3296, 4158, 2966, 3800, 2925, 4158, 3170, 2924, 1880, 4158, 2763, 5193, 4600, 2294, 1600, 1360, 2634, 3272, 6776, 10208, 3671, 2650, 1730, 2806, 2760, 2500, 3150, 2644, 3972, 2920, 1500, 1800, 921, 5500, 1900, 2660, 7700, 5783, 4970, 4458, 6313, 5718, 3000, 5354, 1626, 3750, 3524, 7272, 3062, 3834, 8010, 5678, 6170, 2552, 4100, 8448, 3000, 2400, 3630, 2100, 3860, 4500, 2500, 4460, 2416, 3260, 6044, 5303, 5654, 3952, 2890, 4994, 6195, 2245, 2899, 2220, 4030, 5921, 3840, 3440, 3520, 2240, 1700, 2364, 2067, 4000, 7000, 3628, 4230, 5538, 2000, 2504, 1600, 3250, 5940, 6261, 2100, 2584, 2532, 6489, 1000, 4479, 3900, 7700, 1450, 4120, 3106, 2941, 2768, 3570, 2800, 1600, 2550, 3200, 6512, 3082, 2308, 3798, 2692, 3000, 1620, 3790, 2430, 3420, 6434, 5924, 2872, 4880, 3470, 3836, 4422, 3070, 3190, 3860, 3122, 4252, 1906, 6341, 3581, 4769, 5432, 6150, 5500, 6700, 3307, 5420, 4635, 3918, 3919, 3992, 3919, 3916, 3971, 3919, 1060, 2200, 2700, 3000, 2600, 4150, 1600, 3706, 3100, 1044, 1670, 5850, 3932, 4045, 2300, 2700, 3290, 2000, 1800, 2400, 1200, 1700, 1950, 1500, 2800, 2700, 1050, 2422, 2200, 1922, 1400, 2956, 1800, 3402, 2550, 2000, 2072, 3075, 3300, 1200, 3200, 4400, 938, 3452, 5448, 2578, 6614, 2890, 4248, 2454, 2368, 3364, 3910, 4464, 3246, 1556, 1756, 5754, 2366, 2500, 4864, 2000, 1200, 8186, 2200, 4000, 2700, 2390, 2746, 2350, 3156, 3060, 6712, 2600, 4200, 5100, 4660, 4400, 4060, 5184, 3570, 6085, 2984, 2400, 3200, 4152, 6338, 4300, 3409, 2575, 3246, 4216, 3448, 4482, 4034, 3408, 8104, 3200, 3757, 2700, 4824, 3630, 3870, 3262, 2772, 5682, 4500, 3100, 2250, 8206, 2245, 5722, 3800, 4121, 2856, 1780, 6600, 3681, 4500, 3550, 3926, 5576, 5400, 6282, 2030, 3013, 2900, 1050, 3983, 375, 5400, 4498, 3912, 5154, 3764, 2650, 5080, 7208, 1950, 1500, 2446, 3096, 4860, 1850, 5302, 5302, 5302, 3000, 3650, 2748, 3096, 1850, 3660, 1400, 2500, 2000, 2425, 3348, 9804, 2100, 1100, 2010, 2000, 4452, 5990, 2920, 3450, 976, 3275, 1400, 2460, 4000, 1400, 2062, 2086, 2632, 3505, 5336, 3332, 2800, 1600, 2284, 3600, 1665, 4666, 2808, 2313, 3286, 4000, 3644, 2600, 2426, 2600, 2850, 2460, 4220, 3404, 3496, 2536, 4667, 2442, 4604, 3296, 2000, 3472, 2400, 2774, 2516, 2490, 3500, 3422, 3400, 3152, 3728, 5122, 4790, 4948, 1900, 5666, 3470, 1750, 1230, 3000, 3582, 3530, 2730, 3700, 2014, 4500, 1800, 5194, 2870, 2706, 1500, 5358, 1200, 4550, 2532, 2784, 2000, 3635, 3890, 2000, 8546, 5496, 4650, 4260, 5433, 3760, 6210, 4524, 2955, 2120, 2520, 2550, 2349, 1680, 3700, 1774, 3252, 2210, 3600, 3140, 1700, 4350, 2082, 3500, 3596, 1800, 4278, 2200, 1125, 2510, 1150, 4750, 1328, 2288, 1000, 2500, 1065, 5783, 1700, 2470, 4788, 2060, 2100, 1518, 6000, 1868, 3000, 3258, 3604, 5934, 2300, 1410, 2520, 2358, 3000, 2500, 3200, 2409, 1600, 3785, 2300, 3770, 3600, 2100, 3977, 3502, 4314, 4111, 4184, 3000, 3935, 5441, 4538, 4750, 3204, 2716, 6440, 3250, 5700, 6606, 5150, 6130, 4512, 4162, 3600, 5666, 5518, 3420, 6000, 3649, 8010, 3350, 3480, 4430, 3140, 3241, 4968, 3200, 2037, 3938, 5534, 6900, 6918, 4178, 5508, 3416, 4300, 2572, 3136, 3030, 1830, 4376, 3300, 2556, 2050, 2460, 4762, 3796, 3000, 2600, 4764, 3454, 3910, 4118, 4768, 5820, 4512, 4310, 4180, 4292, 4044, 4700, 4666, 4866, 4420, 3708, 4256, 4854, 4500, 4800, 3770, 3434, 3678, 5052, 4410, 2174, 2700, 2302, 2025, 3300, 1800, 4908, 4500, 4150, 6274, 770, 2892, 3734, 2975, 2600, 2980, 3120, 2754, 2000, 3180, 3330, 3960, 2703, 3000, 4170, 3542, 3561, 3495, 3180, 3400, 2620, 4065, 5332, 4790, 2800, 3310, 4896, 3520, 4840, 2500, 3150, 2700, 3306, 3300, 4830, 3040, 4800, 4800, 4800, 1780, 2236, 3816, 2668, 4401, 2925, 1000, 3400, 2924, 3282, 1800
#> $ tuitfee_grad_res <dbl> 9366, 7588, 13090, 10342, 10470, 10696, 10380, 10576, 6824, 19140, 7948, 9821, 12110, 11506, 12383, 9407, 9284, 8350, 5918, 5958, 5881, 16178, 13152, 5940, 16444, 12140, 17650, 10341, 8123, 7994, 7876, 8333, 8306, 7689, 7579, 7826, 7830, 7726, 7649, 7853, 8166, 13237, 13064, 12683, 13338, 13085, 27266, 8150, 17022, 14980, 17635, 18032, 8475, 13500, 13818, 10587, 11232, 15776, 17332, 44448, 31420, 10980, 20272, 8350, 25824, 7750, 23360, 8684, 27594, 36657, 8654, 42305, 35080, 6898, 8452, 9983, 12610, 13407, 11716, 45591, 11250, 20904, 17450, 10956, 15996, 16712, 12570, 15860, 18450, 20745, 13650, 11219, 11298, 31752, 8240, 29112, 17626, 28845, 13410, 17820, 13150, 8872, 17590, 9876, 6657, 22588, 11097, 16925, 12737, 13320, 23164, 35216, 10367, 19175, 11155, 18996, 9630, 10428, 14076, 16768, 12719, 10664, 9062, 5004, 12136, 6966, 7556, 42980, 15652, 4706, 7209, 8728, 10762, 8910, 6490, 5958, 18600, 16168, 17320, 8440, 8502, 8530, 8971, 10800, 15560, 14688, 19290, 9705, 29980, 9268, 16343, 17888, 8970, 30284, 14410, 19442, 9662, 11352, 15372, 12906, 13839, 50864, 7797, 14945, 24750, 12880, 19309, 18320, 13677, 15550, 14583, 7954, 11325, 11663, 6950, 12420, 7872, 36080, 8997, 7328, 7243, 13000, 17333, 11498, 11700, 9549, 10357, 6996, 16300, 17964, 10230, 7806, 4055, 10068, 10438, 9712, 10532, 12000, 7732, 10764, 10085, 8360, 6078, 10950, 12204, 5970, 6702, 11400, 11887, 9076, 7575, 8298, 7852, 8662, 8369, 9332, 9450, 51010, 8666, 8460, 7670, 25150, 14648, 9106, 9540, 8310, 52210, 15900, 8514, 13256, 8478, 12167, 8370, 14166, 10530, 11650, 22420, 34380, 27306, 49886, 48595, 10238, 13736, 42830, 14793, 5742, 14679, 15613, 17218, 22913, 7191, 20718, 29835, 15399, 32385, 24120, 25404, 5364, 25818, 12232, 13732, 27666, 16355, 13712, 13486, 19266, 21794, 16764, 12022, 10391, 16338, 13219, 11020, 7217, 16503, 14235, 12778, 9630, 8550, 8532, 7854, 17735, 8820, 8256, 8100, 24600, 14436, 7662, 7404, 6546, 10080, 6418, 7261, 7744, 6878, 10806, 7780, 7659, 8700, 8670, 7384, 8622, 7596, 12978, 16332, 9405, 6893, 8025, 15520, 19896, 7408, 5554, 49280, 12690, 8500, 5893, 10335, 4803, 6090, 8810, 14038, 4731, 5500, 5287, 17175, 13735, 18810, 9738, 9860, 17120, 15858, 22434, 18910, 16070, 15678, 12140, 16472, 24856, 12140, 21814, 17676, 22689, 18633, 19536, 34514, 13900, 12024, 12384, 6017, 6016, 9306, 4941, 14376, 4650, 38958, 33487, 15034, 29936, 27250, 45554, 29585, 10438, 10562, 10560, 16850, 16484, 32651, 23290, 19606, 27198, 13826, 30176, 18045, 14040, 15776, 20120, 13660, 13230, 42886, 42368, 21970, 10700, 29680, 13782, 42078, 12290, 13194, 15196, 16533, 16110, 16228, 12694, 12921, 13347, 12566, 11581, 12154, 11933, 11385, 11350, 35874, 17200, 18033, 20000, 7721, 11875, 7288, 12654, 5533, 7772, 9900, 13875, 7447, 11606, 7278, 7753, 7124, 10572, 7043, 5924, 11520, 11730, 38010, 9450, 7192, 12820, 8240, 8643, 6532, 9136, 5713, 12697, 9397, 11250, 42610, 14468, 9679, 16070, 15085, 16008, 11090, 12267, 10620, 10260, 13528, 8964, 11325, 11070, 12425, 9510, 12600, 14721, 18812, 19236, 12070, 13474, 10920, 8902, 11175, 23440, 6794, 4572, 7735, 15804, 8169, 4770, 6426, 22720, 12196, 15504, 15180, 13801, 16243, 30634, 14565, 17496, 16002, 19560, 13403, 14165, 11610, 15508, 16391, 16722, 16688, 7962, 33024, 22212, 16430, 17920, 11934, 12222, 13522, 14515, 23590, 44350, 25560, 11420, 10715, 12060, 20912, 35604, 16848, 12240, 25550, 11402, 13272, 14976, 15363, 16676, 18017, 15840, 13991, 25100, 24096, 13260, 26832, 11826, 8880, 13362, 9280, 8242, 3790, 15075, 12984, 9682, 7650, 12798, 13440, 14612, 6840, 8558, 9773, 20890, 8780, 22860, 5700, 18576, 9371, 9024, 11446, 18986, 10463, 9234, 9876, 12834, 9896, 9420, 10371, 6426, 6890, 19890, 6395, 31500, 12590, 6300, 16208, 30200, 5059, 5776, 18966, 8434, 7768, 6990, 8938, 17505, 8006, 5717, 20115, 16390, 5878, 7183, 16206, 7144, 36252, 25242, 21258, 7323, 16250, 46560, 11310, 6427, 7968, 6109, 5369, 8904, 8819, 11300, 12418, 5623, 6376, 26688, 7101, 6718, 7525, 6886, 11800, 6349, 6680, 8036, 6277, 7822, 7527, 8589, 13594, 14436, 19249, 17012, 14258, 13226, 13775, 13724, 10811, 10752, 8430, 8912, 9618, 17100, 11480, 21494, 14532, 13143, 17680, 13914, 11794, 16881, 18402, 25481, 13800, 20118, 12753, 16266, 10503, 11952, 7504, 9000, 10876, 12015, 10539, 10290, 16164, 10305, 4860, 19350, 7936, 8911, 8762, 11789, 8706, 9036, 5673, 3552, 3552, 3552, 10002, 10992, 11460, 8649, 12380, 7645, 6790, 8961, 7813, 9000, 6834
#> $ tuitfee_grad_nres <dbl> 17496, 17294, 13090, 22338, 26950, 28840, 10380, 21232, 12422, 19140, 15094, 18960, 12110, 24176, 32135, 18294, 19004, 19813, 10544, 10890, 10475, 16178, 13152, 8370, 16444, 12140, 17650, 19269, 17051, 16922, 16804, 17261, 17234, 16617, 16507, 16754, 16758, 16654, 16577, 16781, 17094, 28339, 28166, 27785, 28440, 28187, 27266, 8150, 17022, 14980, 17635, 18032, 17403, 13500, 13818, 10587, 11232, 15776, 17332, 44448, 31420, 10980, 20272, 17278, 25824, 16678, 23360, 17612, 27594, 36657, 17582, 42305, 35080, 12820, 24112, 20153, 30430, 13407, 25692, 45591, 11250, 20904, 17450, 23756, 37032, 16712, 12570, 15860, 18450, 20745, 13650, 24019, 24098, 31752, 8240, 29112, 17626, 28845, 13410, 17820, 13150, 28657, 17590, 24669, 18446, 22588, 24202, 16925, 30130, 13320, 23164, 35216, 21933, 19175, 11155, 18996, 9630, 21126, 14076, 16768, 12719, 10664, 24894, 15192, 12136, 14961, 13802, 42980, 30072, 14624, 20508, 28610, 26360, 8910, 17866, 17460, 18600, 37648, 17320, 22890, 22583, 23338, 8971, 10800, 15560, 14688, 19290, 19425, 29980, 16636, 25297, 17888, 16542, 30284, 14410, 19442, 9662, 11352, 15372, 12906, 22407, 50864, 14205, 14945, 24750, 12880, 19309, 18320, 13677, 15550, 30369, 12938, 15209, 11663, 6950, 12420, 7872, 36080, 17191, 14186, 16256, 13000, 17333, 11498, 11700, 22861, 27961, 6996, 16300, 17964, 10230, 20298, 10333, 10068, 23134, 9712, 22690, 12000, 17816, 10764, 10085, 16896, 13609, 10950, 12204, 5970, 6702, 16320, 28822, 21961, 18650, 21737, 18783, 20762, 20846, 19332, 23178, 51010, 25640, 8460, 19298, 25150, 20570, 14308, 11556, 8310, 52210, 15900, 12132, 26810, 15264, 12167, 13572, 14166, 10530, 11650, 22420, 34380, 27306, 49886, 48595, 10238, 13736, 42830, 14793, 5742, 26228, 31733, 33268, 22913, 8811, 20718, 29835, 27473, 32385, 24120, 25404, 5364, 25818, 18216, 13732, 27666, 29075, 13712, 13486, 19266, 43674, 32940, 20720, 15354, 24648, 24867, 11020, 7217, 33696, 29118, 12778, 9630, 8550, 8532, 15039, 26615, 8820, 12084, 8100, 24600, 14436, 7662, 10804, 6546, 10080, 6418, 17614, 22012, 6878, 10806, 20900, 16529, 8700, 8670, 14067, 8622, 7596, 12978, 16332, 9405, 11445, 8025, 15520, 19896, 12868, 10234, 49280, 12690, 8500, 20554, 10335, 8403, 14428, 22088, 14038, 8331, 19410, 19197, 17175, 13735, 18810, 11124, 9860, 17120, 15858, 22434, 18910, 16070, 15678, 19910, 21147, 24856, 17513, 30898, 17676, 22689, 30225, 19536, 34514, 19663, 12024, 19242, 11963, 9150, 24169, 15107, 14376, 10354, 38958, 33487, 15034, 29936, 27250, 45554, 29585, 19028, 19152, 19150, 16850, 16484, 32651, 23290, 19606, 27198, 13826, 30176, 18045, 14040, 15776, 20120, 13660, 13230, 42886, 42368, 21970, 10700, 29680, 13782, 42078, 12290, 13194, 15196, 16533, 16110, 16228, 24034, 24261, 24687, 23906, 22921, 23494, 23273, 22725, 22690, 35874, 17200, 18033, 20000, 20890, 11875, 20179, 12654, 16381, 7772, 9900, 13875, 19852, 28817, 20449, 21202, 19824, 25094, 19262, 16181, 11520, 11730, 38010, 9450, 17599, 12820, 8240, 20642, 15835, 14642, 5713, 12697, 15049, 11250, 42610, 26210, 16411, 16070, 15085, 16008, 19362, 12267, 10620, 10260, 30242, 8964, 11325, 11070, 32873, 17502, 12600, 25057, 18812, 19236, 12070, 22890, 10920, 13402, 11175, 23440, 15761, 9486, 22503, 15804, 22272, 10980, 12762, 22720, 14788, 15504, 15180, 23450, 26611, 30634, 22053, 17496, 19602, 19560, 13403, 20261, 11610, 22519, 16391, 16722, 24275, 7962, 33024, 22212, 16430, 17920, 11934, 12222, 13522, 21225, 23590, 44350, 25560, 19088, 10715, 12060, 35214, 35604, 16848, 12240, 25550, 11402, 13272, 21072, 22330, 22526, 18017, 15840, 20015, 25100, 24096, 13260, 26832, 11826, 8880, 25772, 9280, 8242, 3790, 15075, 32958, 19280, 7650, 27408, 24264, 27870, 6840, 15491, 23753, 20890, 8780, 22860, 5700, 18576, 23627, 9024, 11446, 18986, 19247, 23346, 25994, 31252, 15656, 21060, 24891, 6426, 6890, 19890, 13740, 31500, 12590, 14073, 16208, 30200, 13004, 13120, 18966, 17056, 14212, 14334, 18082, 17505, 15350, 13490, 20115, 16390, 7048, 14527, 16206, 15172, 36252, 25242, 21258, 14667, 16250, 46560, 11310, 13771, 16128, 13452, 12713, 19073, 17316, 21518, 24150, 13452, 13774, 26688, 22700, 13910, 14869, 14231, 11800, 7028, 6680, 23617, 19586, 18348, 23902, 17073, 13594, 14436, 19249, 40076, 30500, 13226, 13775, 32402, 10811, 28296, 8430, 8912, 18492, 17100, 28860, 21494, 27764, 25271, 28504, 13914, 26279, 16881, 18402, 25481, 13800, 20118, 26185, 28314, 20787, 11952, 16060, 23238, 10876, 12015, 10539, 10290, 16164, 10305, 4860, 19350, 7936, 18042, 17893, 24826, 17837, 18167, 14313, 3552, 3552, 3552, 28804, 10992, 11460, 17577, 12380, 16573, 6790, 31216, 16741, 9000, 19234
#> $ coa_grad_res <dbl> 22886, 25356, 25790, 25211, 28836, 30458, 24880, 23756, 18408, 35488, 20119, 27551, 32550, 26533, 29683, 24739, 25618, 23832, 21167, 24768, 19606, 26548, 19302, 21394, 34888, 30458, 36191, 27342, 26725, 22910, 26095, 25287, 23936, 25211, 24521, 26530, 25920, 25468, 26353, 22993, 25108, 29109, 30027, 30126, 29379, 30378, 45134, 26590, 28066, 34366, 37365, 37616, 25217, 32041, 32637, 30167, 27624, 35450, 35860, 62889, 49750, 29420, 38695, 25514, 44274, 26498, 42750, 27390, 46035, 53174, 27250, 59733, 53530, 21154, 26650, 26783, 28492, 24917, 23969, 61446, 26016, 40945, 37678, 26430, 31932, 33452, 28334, 31088, 35600, 35557, 28044, 26289, 27402, 46120, 17840, 46531, 37766, 44520, 28550, 38420, 31341, 24758, 34274, 26963, 25059, 40398, 29878, 30475, 27607, 34904, 40980, 55698, 25335, 47810, 26639, 37946, 25582, 25428, 37371, 33294, 20219, 22294, 21716, 20784, 27620, 22438, 22316, 60106, 33352, 19822, 27162, 25382, 23752, 21740, 21942, 20502, 34923, 33049, 38102, 22644, 23703, 21938, 21961, 19178, 29010, 23438, 36145, 21468, 40480, 28036, 32253, 33888, 23532, 41784, 25414, 33742, 21412, 33942, 31398, 24986, 28599, 70505, 23274, 29605, 36840, 25730, 36809, 37669, 25797, 27062, 28810, 20773, 25375, 21663, 13750, 28917, 20072, 50654, 23139, 20502, 19415, 24082, 28933, 23218, 25500, 21330, 23315, 20150, 32894, 30516, 24280, 20668, 16681, 23580, 24198, 25057, 22910, 27493, 20009, 21172, 23722, 23193, 22422, 28994, 23054, 19420, 23002, 23420, 34239, 21727, 21787, 22510, 22138, 22874, 22577, 24257, 23662, 67114, 22030, 19560, 21850, 35050, 34598, 26020, 20646, 23850, 64729, 26690, 29794, 32354, 26899, 23267, 23722, 23286, 19542, 26110, 29420, 51970, 40456, 67706, 62425, 26038, 25936, 53130, 27246, 15322, 22951, 29910, 30174, 40763, 22103, 39048, 44725, 28671, 51542, 38390, 41014, 15332, 41782, 21516, 24412, 43508, 27333, 29306, 26186, 35074, 36168, 29992, 24750, 24007, 27818, 27000, 23616, 19043, 32587, 27110, 33836, 22280, 21050, 20106, 27150, 30312, 17540, 20386, 19490, 37046, 26796, 19704, 20124, 24170, 22880, 18992, 20761, 23606, 20072, 25778, 23582, 22429, 23985, 22182, 19134, 19312, 17852, 28314, 30832, 20535, 18426, 19471, 31346, 35184, 20900, 18976, 69264, 31310, 14950, 19876, 24735, 18391, 19448, 23466, 26694, 15733, 21670, 21645, 33675, 28685, 37730, 23028, 26972, 36520, 32073, 37095, 34990, 33902, 30434, 30286, 32379, 38983, 29980, 40114, 36376, 35819, 40930, 30936, 51114, 31422, 19767, 30184, 18961, 20136, 25012, 18947, 31026, 19420, 56906, 48933, 25534, 43690, 40946, 68824, 46245, 30817, 30941, 30939, 32620, 31634, 48335, 44701, 37356, 42388, 29496, 59676, 36255, 30715, 28744, 40830, 26860, 28895, 59485, 63016, 43084, 26990, 51712, 25554, 56604, 23765, 26857, 31212, 28033, 30350, 31355, 25730, 24643, 29289, 31702, 28932, 28554, 27723, 26797, 28398, 54196, 35509, 32277, 36395, 20087, 28235, 21453, 27649, 16429, 17072, 25510, 23779, 20220, 28670, 21797, 19989, 22927, 24731, 21375, 18933, 25720, 23702, 55214, 20624, 21959, 23824, 21104, 20921, 18868, 25630, 15853, 28283, 22643, 28748, 60008, 33736, 25949, 31500, 23350, 31258, 26592, 23073, 22430, 21460, 29212, 19014, 23325, 23724, 28235, 25514, 26300, 28743, 32736, 31436, 24244, 28882, 25650, 22627, 24101, 32040, 26712, 17706, 22485, 31378, 24596, 15074, 18966, 39782, 25506, 29102, 27250, 29776, 29521, 45186, 32555, 27690, 29952, 31912, 23603, 27417, 24510, 31382, 30277, 32264, 32430, 24090, 53369, 37572, 25955, 33486, 17984, 30172, 25992, 29947, 33090, 55050, 40315, 28068, 23415, 28876, 38770, 53480, 23298, 28138, 44550, 23970, 26684, 28938, 28597, 35946, 34510, 25840, 30571, 36948, 37214, 27420, 40332, 22435, 25070, 27933, 23430, 24002, 17840, 24140, 29017, 23636, 24056, 28472, 26712, 26076, 20355, 23207, 25572, 38370, 21092, 35276, 21230, 33306, 24113, 22140, 25676, 31516, 25543, 23182, 23976, 30336, 24810, 21750, 27421, 20046, 25550, 33800, 19291, 47950, 24208, 19523, 33128, 43100, 18028, 18894, 34473, 26102, 24616, 20364, 26813, 32915, 20856, 16655, 35133, 28310, 17070, 20519, 28578, 18355, 52852, 39864, 37204, 20839, 24550, 58660, 31066, 19941, 19958, 21137, 18947, 26146, 22947, 26342, 27988, 20627, 21682, 44438, 22325, 26082, 22226, 18529, 28706, 20785, 19440, 21936, 18737, 18192, 22373, 22841, 26908, 28186, 36369, 30514, 29015, 25491, 24575, 32018, 28111, 25226, 24521, 20802, 24828, 35264, 26319, 35584, 27442, 30347, 32454, 26562, 26815, 32461, 31162, 39339, 26900, 37287, 28611, 35277, 25428, 25557, 20330, 20860, 23416, 24564, 23125, 24970, 28644, 21815, 12930, 37358, 19946, 19999, 20062, 25925, 19856, 21836, 20233, 18052, 18052, 18052, 22462, 23564, 28180, 25907, 29829, 27359, 13990, 23233, 26517, 30982, 23762
#> $ coa_grad_nres <dbl> 31016, 35062, 25790, 37207, 45316, 48602, 24880, 34412, 24006, 35488, 27265, 36690, 32550, 39203, 49435, 33626, 35338, 35295, 25793, 29700, 24200, 26548, 19302, 23824, 34888, 30458, 36191, 36270, 35653, 31838, 35023, 34215, 32864, 34139, 33449, 35458, 34848, 34396, 35281, 31921, 34036, 44211, 45129, 45228, 44481, 45480, 45134, 26590, 28066, 34366, 37365, 37616, 34145, 32041, 32637, 30167, 27624, 35450, 35860, 62889, 49750, 29420, 38695, 34442, 44274, 35426, 42750, 36318, 46035, 53174, 36178, 59733, 53530, 27076, 42310, 36953, 46312, 24917, 37945, 61446, 26016, 40945, 37678, 39230, 52968, 33452, 28334, 31088, 35600, 35557, 28044, 39089, 40202, 46120, 17840, 46531, 37766, 44520, 28550, 38420, 31341, 44543, 34274, 41756, 36848, 40398, 42983, 30475, 45000, 34904, 40980, 55698, 36901, 47810, 26639, 37946, 25582, 36126, 37371, 33294, 20219, 22294, 37548, 30972, 27620, 30433, 28562, 60106, 47772, 29740, 40461, 45264, 39350, 21740, 33318, 32004, 34923, 54529, 38102, 37094, 37784, 36746, 21961, 19178, 29010, 23438, 36145, 31188, 40480, 35404, 41207, 33888, 31104, 41784, 25414, 33742, 21412, 33942, 31398, 24986, 37167, 70505, 29682, 29605, 36840, 25730, 36809, 37669, 25797, 27062, 44596, 25757, 29259, 21663, 13750, 28917, 20072, 50654, 31333, 27360, 28428, 24082, 28933, 23218, 25500, 34642, 40919, 20150, 32894, 30516, 24280, 33160, 22959, 23580, 36894, 25057, 35068, 27493, 30093, 21172, 23722, 31729, 29953, 28994, 23054, 19420, 23002, 28340, 51174, 34612, 32862, 35949, 33069, 34974, 35054, 34257, 37390, 67114, 39004, 19560, 33478, 35050, 40520, 31222, 22662, 23850, 64729, 26690, 33412, 45908, 33685, 23267, 28924, 23286, 19542, 26110, 29420, 51970, 40456, 67706, 62425, 26038, 25936, 53130, 27246, 15322, 34500, 46030, 46224, 40763, 23723, 39048, 44725, 40745, 51542, 38390, 41014, 15332, 41782, 27500, 24412, 43508, 40053, 29306, 26186, 35074, 58048, 46168, 33448, 28970, 36128, 38648, 23616, 19043, 49780, 41993, 33836, 22280, 21050, 20106, 34335, 39192, 17540, 24214, 19490, 37046, 26796, 19704, 23524, 24170, 22880, 18992, 31114, 37874, 20072, 25778, 36702, 31299, 23985, 22182, 25817, 19312, 17852, 28314, 30832, 20535, 22978, 19471, 31346, 35184, 26360, 23656, 69264, 31310, 14950, 34537, 24735, 21991, 27786, 36744, 26694, 19333, 35580, 35555, 33675, 28685, 37730, 24414, 26972, 36520, 32073, 37095, 34990, 33902, 30434, 38056, 37054, 38983, 35353, 49198, 36376, 35819, 52522, 30936, 51114, 37185, 19767, 37042, 24907, 23270, 39875, 29113, 31026, 25124, 56906, 48933, 25534, 43690, 40946, 68824, 46245, 39407, 39531, 39529, 32620, 31634, 48335, 44701, 37356, 42388, 29496, 59676, 36255, 30715, 28744, 40830, 26860, 28895, 59485, 63016, 43084, 26990, 51712, 25554, 56604, 23765, 26857, 31212, 28033, 30350, 31355, 37070, 35983, 40629, 43042, 40272, 39894, 39063, 38137, 39738, 54196, 35509, 32277, 36395, 33256, 28235, 34344, 27649, 27277, 17072, 25510, 23779, 32625, 45881, 34968, 33438, 35627, 39253, 33594, 29190, 25720, 23702, 55214, 20624, 32366, 23824, 21104, 32920, 28171, 31136, 15853, 28283, 28295, 28748, 60008, 45478, 32681, 31500, 23350, 31258, 34864, 23073, 22430, 21460, 45926, 19014, 23325, 23724, 48683, 33506, 26300, 39079, 32736, 31436, 24244, 38298, 25650, 27127, 24101, 32040, 35679, 22620, 37253, 31378, 38699, 21284, 25302, 39782, 28098, 29102, 27250, 39425, 39889, 45186, 40043, 27690, 33552, 31912, 23603, 33513, 24510, 38393, 30277, 32264, 40017, 24090, 53369, 37572, 25955, 33486, 17984, 30172, 25992, 36657, 33090, 55050, 40315, 35736, 23415, 28876, 53072, 53480, 23298, 28138, 44550, 23970, 26684, 35034, 35564, 41796, 34510, 25840, 36595, 36948, 37214, 27420, 40332, 22435, 25070, 40343, 23430, 24002, 17840, 24140, 48991, 33234, 24056, 43082, 37536, 39334, 20355, 30140, 39552, 38370, 21092, 35276, 21230, 33306, 38369, 22140, 25676, 31516, 34327, 37294, 40094, 48754, 30570, 33390, 41941, 20046, 25550, 33800, 26636, 47950, 24208, 27296, 33128, 43100, 25973, 26238, 34473, 34724, 31060, 27708, 35957, 32915, 28200, 24428, 35133, 28310, 18240, 27863, 28578, 26383, 52852, 39864, 37204, 28183, 24550, 58660, 31066, 27285, 28118, 28480, 26291, 36315, 31444, 36560, 39720, 28456, 29080, 44438, 37924, 33274, 29570, 25874, 28706, 21464, 19440, 37517, 32046, 28718, 38748, 31325, 26908, 28186, 36369, 53578, 45257, 25491, 24575, 50696, 28111, 42770, 24521, 20802, 33702, 35264, 43699, 35584, 40674, 42475, 43278, 26562, 41300, 32461, 31162, 39339, 26900, 37287, 42043, 47325, 35712, 25557, 28886, 35098, 23416, 24564, 23125, 24970, 28644, 21815, 12930, 37358, 19946, 29130, 29193, 38962, 28987, 30967, 28873, 18052, 18052, 18052, 41264, 23564, 28180, 34835, 29829, 36287, 13990, 45488, 35445, 30982, 36162
# create version of data frame df_mba that turns class=labelled variables to factor variables
df_mba_fac <- as_factor(df_mba, only_labelled = TRUE) %>% glimpse()
#> Rows: 665
#> Columns: 36
#> $ opeid6 <chr> "001002", "001052", "025034", "001055", "001051", "001009", "001003", "001004", "001016", "001036", "001047", "001063", "001061", "001081", "001083", "001082", "001101", "001108", "001090", "001089", "001092", "001097", "001100", "001107", "001117", "001125", "001133", "001143", "007993", "001157", "001142", "001144", "001146", "001141", "001147", "001137", "001138", "001139", "001140", "001153", "001150", "001313", "001314", "001315", "001316", "001317", "001164", "020705", "001196", "001253", "001205", "001183", "001149", "001216", "001215", "001243", "011460", "001179", "001252", "001329", "010149", "001262", "001322", "001151", "010395", "001154", "001325", "001155", "001326", "001302", "001156", "001328", "001343", "001345", "004508", "004509", "001370", "009401", "001350", "001371", "001363", "001374", "001416", "001378", "001417", "001385", "001422", "001397", "001402", "001403", "001409", "001406", "001380", "001431", "007948", "001434", "001443", "001444", "001460", "001466", "001505", "003954", "001479", "001480", "001481", "001469", "009635", "001488", "001535", "001495", "021519", "001536", "009841", "001509", "008849", "001515", "001526", "001537", "001468", "001531", "001521", "001538", "003955", "001544", "001556", "008976", "001561", "001564", "001569", "001573", "001602", "001572", "001598", "001588", "001599", "001601", "001605", "001610", "007279", "001616", "001620", "001626", "001624", "001634", "001641", "001666", "001671", "001674", "001676", "009145", "001776", "001767", "001692", "001700", "001707", "001710", "001722", "001733", "001734", "001735", "001737", "001739", "001693", "001741", "001746", "001748", "001749", "001750", "001664", "001768", "001758", "001759", "001780", "001785", "001787", "001788", "001800", "001804", "001808", "001807", "001811", "001822", "001832", "001842", "001891", "001869", "001892", "001880", "001889", "001893", "001903", "001927", "001915", "001918", "001948", "001939", "001928", "007032", "001926", "001943", "001940", "001949", "001950", "001954", "001959", "001962", "001975", "002002", "002010", "002008", "002017", "002015", "002005", "002020", "002024", "002025", "002031", "002029", "002053", "002051", "002054", "002052", "002102", "002062", "002072", "002076", "002077", "002078", "011644", "002103", "002083", "002086", "002091", "002114", "002117", "002118", "002122", "002124", "002128", "002130", "002133", "002183", "021829", "002139", "002143", "002184", "002161", "002221", "002222", "002199", "002188", "002208", "002211", "002210", "002218", "002226", "002233", "002190", "002238", "002243", "002249", "002323", "002259", "002262", "002266", "002279", "002325", "002290", "002326", "002327", "002307", "002314", "002316", "002318", "002329", "002330", "002334", "009058", "002347", "002354", "010374", "003969", "002371", "002377", "002380", "002345", "002342", "002375", "002394", "002396", "002397", "002403", "002410", "002440", "002424", "002415", "002423", "002441", "002447", "002449", "002454", "002461", "002463", "002464", "002480", "007540", "002496", "002498", "002499", "002506", "002501", "002503", "002520", "002521", "002525", "002536", "009743", "002539", "002554", "002565", "002540", "002566", "002569", "002568", "002575", "002579", "002580", "002591", "002586", "002598", "002599", "002607", "002610", "002608", "002609", "002613", "002622", "002616", "002617", "002621", "009344", "002628", "002629", "002638", "002639", "009345", "021922", "002625", "002651", "002653", "002663", "002657", "002650", "002664", "002666", "002668", "002681", "002699", "009769", "002707", "002711", "007273", "002687", "007022", "002712", "002713", "002722", "002732", "002737", "002744", "002748", "002751", "002758", "002765", "002772", "002775", "002778", "002703", "020662", "002785", "002782", "002790", "002791", "002805", "002806", "002810", "002817", "002705", "002825", "002821", "002823", "002835", "002836", "002837", "002838", "002842", "002846", "002848", "010286", "002853", "002882", "010142", "002883", "002899", "002906", "002913", "002923", "002927", "002928", "002929", "002941", "002948", "002905", "002974", "002975", "002976", "002950", "002972", "002984", "002954", "002955", "002957", "002978", "002985", "002981", "002992", "002994", "003005", "002997", "003123", "003012", "003014", "003018", "003023", "003024", "003125", "003032", "003127", "003045", "003050", "003051", "003066", "003069", "003072", "003077", "007085", "003033", "003035", "003090", "003100", "003121", "003131", "010923", "003134", "003135", "003078", "003144", "003145", "003151", "003149", "003152", "003161", "003170", "003166", "003184", "003179", "003181", "003185", "003193", "003194", "003208", "003210", "003223", "003212", "003216", "003224", "003219", "003986", "003233", "003315", "003241", "003316", "003303", "003244", "003318", "003252", "003256", "003258", "003259", "003266", "003267", "003270", "003275", "003277", "003287", "003288", "003289", "003290", "003296", "003988", "003329", "003378", "003357", "003360", "003366", "003384", "003362", "003326", "003327", "003371", "003388", "003391", "003328", "003313", "003394", "003399", "003402", "003404", "003406", "003414", "003411", "003418", "003419", "003422", "003428", "003425", "003441", "003448", "003451", "003456", "003469", "003474", "003478", "003479", "003481", "003482", "003485", "003486", "003487", "003496", "003500", "003502", "003509", "003510", "003529", "003530", "003531", "003522", "003523", "003527", "003528", "003537", "003541", "003545", "003557", "011161", "003560", "003651", "031703", "003565", "003576", "011711", "003612", "013231", "003652", "003578", "003581", "009651", "003584", "003588", "003592", "003594", "003598", "003630", "003604", "003621", "003654", "003606", "003623", "003613", "003616", "003624", "003615", "003631", "003639", "003632", "003656", "003658", "009741", "003661", "011163", "003636", "010115", "003642", "003644", "003646", "003663", "003665", "003670", "003678", "003677", "004027", "003675", "003680", "003681", "003684", "003692", "003696", "003705", "030913", "003708", "003749", "003714", "003721", "020530", "003720", "003746", "003724", "003728", "003737", "003754", "003735", "003745", "013022", "003775", "003778", "003783", "003785", "003794", "003790", "003800", "003798", "003802", "003804", "003812", "003827", "003832", "003837", "003838", "003842", "003848", "003854", "003861", "003863", "003911", "003917", "003920", "003896", "003921", "003923", "003932", "025875", "003941", "011719", "001825", "006942", "041618", "030113", "030375", "032603", "033394", "032553", "039803", "041425", "001579"
#> $ unitid <dbl> 100654, 100663, 100690, 100706, 100751, 100858, 101189, 101709, 101879, 102049, 102368, 102614, 102669, 104151, 104179, 105330, 106245, 106397, 106458, 106467, 106704, 107044, 107141, 107983, 109785, 110361, 110413, 110422, 110486, 110495, 110510, 110529, 110538, 110547, 110556, 110565, 110574, 110583, 110592, 110608, 110617, 110644, 110653, 110662, 110671, 110680, 111948, 112075, 113698, 114813, 115083, 115728, 115755, 117140, 117627, 119173, 119605, 120184, 120537, 120883, 121150, 121309, 121691, 122409, 122436, 122597, 122612, 122755, 122931, 123554, 123572, 123961, 125897, 126182, 126562, 126580, 126614, 126669, 126818, 127060, 127918, 128498, 128744, 128771, 129020, 129242, 129525, 129941, 130226, 130253, 130314, 130493, 130776, 130943, 131113, 131159, 131450, 131469, 131876, 132471, 132657, 132903, 133553, 133650, 133669, 133881, 133951, 134079, 134130, 134945, 135081, 135726, 136172, 136215, 136330, 136950, 137032, 137351, 137476, 137546, 137564, 137847, 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#> $ instnm <chr> "Alabama A & M University", "University of Alabama at Birmingham", "Amridge University", "University of Alabama in Huntsville", "The University of Alabama", "Auburn University", "Faulkner University", "University of Montevallo", "University of North Alabama", "Samford University", "Troy University", "University of Alaska Fairbanks", "Alaska Pacific University", "Arizona State University-Tempe", "University of Arizona", "Northern Arizona University", "University of Arkansas at Little Rock", "University of Arkansas", "Arkansas State University-Main Campus", "Arkansas Tech University", "University of Central Arkansas", "Harding University", "John Brown University", "Southern Arkansas University Main Campus", "Azusa Pacific University", "California Baptist University", "California Lutheran University", "California Polytechnic State University-San Luis Obispo", "California State University-Bakersfield", "California State University-Stanislaus", "California State University-San Bernardino", "California State Polytechnic University-Pomona", "California State University-Chico", "California State University-Dominguez Hills", "California State University-Fresno", "California State University-Fullerton", "California State University-East Bay", "California State University-Long Beach", "California State University-Los Angeles", "California State University-Northridge", "California State University-Sacramento", "University of California-Davis", "University of California-Irvine", "University of California-Los Angeles", "University of California-Riverside", "University of California-San Diego", "Chapman University", "Concordia University-Irvine", "Dominican University of California", "Fresno Pacific University", "Golden Gate University-San Francisco", "Holy Names University", "Humboldt State University", "University of La Verne", "La Sierra University", "Mount Saint Mary's University", "National University", "Notre Dame de Namur University", "Hope International University", "University of the Pacific", "Pepperdine University", "Point Loma Nazarene University", "University of Redlands", "San Diego State University", "University of San Diego", "San Francisco State University", "University of San Francisco", "San Jose State University", "Santa Clara University", "Saint Mary's College of California", "Sonoma State University", "University of Southern California", "Woodbury University", "Adams State University", "University of Colorado Denver/Anschutz Medical Campus", "University of Colorado Colorado Springs", "University of Colorado Boulder", "Colorado Christian University", "Colorado State University-Fort Collins", "University of Denver", "Regis University", "Albertus Magnus College", "University of Bridgeport", "Central Connecticut State University", "University of Connecticut", "Fairfield University", "University of Hartford", "University of New Haven", "Quinnipiac University", "Sacred Heart University", "University of Saint Joseph", "Southern Connecticut State University", "Western Connecticut State University", "University of Delaware", "Wilmington University", "American University", "Gallaudet University", "George Washington University", "Trinity Washington University", "Barry University", "Lynn University", "University of Central Florida", "Embry-Riddle Aeronautical University-Daytona Beach", "Florida Agricultural and Mechanical University", "Florida Atlantic University", "Florida Institute of Technology", "Florida International University", "Florida Southern College", "University of Florida", "Jacksonville University", "Keiser University-Ft Lauderdale", "University of Miami", "University of North Florida", "Nova Southeastern University", "Palm Beach Atlantic University", "Rollins College", "Saint Leo University", "University of South Florida-Main Campus", "St. Thomas University", "Stetson University", "Southeastern University", "The University of Tampa", "The University of West Florida", "Albany State University", "Brenau University", "Clayton State University", "Columbus State University", "Emory University", "Georgia Institute of Technology-Main Campus", "Georgia Southwestern State University", "Georgia College & State University", "Georgia Southern University", "University of Georgia", "Piedmont College", "Valdosta State University", "University of West Georgia", "Chaminade University of Honolulu", "University of Hawaii at Manoa", "Hawaii Pacific University", "Boise State University", "Idaho State University", "University of Idaho", "Northwest Nazarene University", "Aurora University", "Bradley University", "Concordia University-Chicago", "DePaul University", "Eastern Illinois University", "Elmhurst College", "Governors State University", "University of Illinois at Chicago", "Benedictine University", "Illinois State University", "Judson University", "Lewis University", "Loyola University Chicago", "McKendree University", "National Louis University", "North Central College", "North Park University", "Northern Illinois University", "Northwestern University", "Northeastern Illinois University", "Olivet Nazarene University", "Robert Morris University Illinois", "Rockford University", "Roosevelt University", "Dominican University", "University of St Francis", "Saint Xavier University", "Southern Illinois University-Carbondale", "Southern Illinois University-Edwardsville", "Western Illinois University", "Anderson University", "Bethel University", "Butler University", "Grace College and Theological Seminary", "University of Indianapolis", "University of Southern Indiana", "Indiana State University", "Indiana University-East", "Indiana Wesleyan University-Marion", "University of Saint Francis-Fort Wayne", "Valparaiso University", "University of Dubuque", "Iowa State University", "University of Iowa", "Mount Mercy University", "Saint Ambrose University", "Upper Iowa University", "Baker University", "Emporia State University", "Fort Hays State University", "Friends University", "University of Kansas", "Newman University", "Kansas State University", "MidAmerica Nazarene University", "Pittsburg State University", "University of Saint Mary", "Southwestern College", "Washburn University", "Wichita State University", "Bellarmine University", "Campbellsville University", "University of the Cumberlands", "Midway University", "Western Kentucky University", "Louisiana State University and Agricultural & Mechanical College", "Louisiana Tech University", "McNeese State University", "University of New Orleans", "Nicholls State University", "University of Louisiana at Monroe", "Southeastern Louisiana University", "Southern University and A & M College", "University of Louisiana at Lafayette", "Tulane University of Louisiana", "University of Maine", "Saint Joseph's College of Maine", "University of Southern Maine", "Thomas College", "University of Baltimore", "Bowie State University", "Frostburg State University", "Hood College", "Johns Hopkins University", "Loyola University Maryland", "University of Maryland Global Campus", "University of Maryland-College Park", "Morgan State University", "Mount St. Mary's University", "Salisbury University", "American International College", "Anna Maria College", "Assumption College", "Bay Path University", "Bentley University", "Boston College", "Boston University", "Brandeis University", "Bridgewater State University", "Cambridge College", "Clark University", "Curry College", "Fitchburg State University", "University of Massachusetts-Lowell", "University of Massachusetts-Amherst", "University of Massachusetts-Boston", "Northeastern University", "Salem State University", "Simmons University", "Springfield College", "University of Massachusetts-Dartmouth", "Suffolk University", "Western New England University", "Worcester Polytechnic Institute", "Worcester State University", "Andrews University", "Central Michigan University", "Davenport University", "University of Detroit Mercy", "Eastern Michigan University", "Kettering University", "Cornerstone University", "Lawrence Technological University", "University of Michigan-Ann Arbor", "Michigan State University", "University of Michigan-Dearborn", "University of Michigan-Flint", "Oakland University", "Saginaw Valley State University", "Siena Heights University", "Spring Arbor University", "Wayne State University", "Western Michigan University", "Augsburg University", "Bethel University", "Concordia University-Saint Paul", "Hamline University", "Metropolitan State University", "University of Minnesota-Twin Cities", "University of Northwestern-St Paul", "Saint Cloud State University", "Saint Mary's University of Minnesota", "University of St Thomas", "St Catherine University", "Southwest Minnesota State University", "Winona State University", "Alcorn State University", "Belhaven University", "Delta State University", "Jackson State University", "University of Mississippi", "Mississippi Valley State University", "Mississippi College", "Mississippi State University", "University of Southern Mississippi", "William Carey University", "Avila University", "University of Central Missouri", "Drury University", "Evangel University", "Fontbonne University", "Lindenwood University", "Missouri Baptist University", "Northwest Missouri State University", "Park University", "Rockhurst University", "Saint Louis University", "Southeast Missouri State University", "Missouri State University-Springfield", "Washington University in St Louis", "Webster University", "William Woods University", "The University of Montana", "Bellevue University", "Chadron State College", "University of Nebraska at Omaha", "University of Nebraska-Lincoln", "College of Saint Mary", "Wayne State College", "University of Nevada-Las Vegas", "University of Nevada-Reno", "Franklin Pierce University", "New England College", "Southern New Hampshire University", "Plymouth State University", "Rivier University", "Caldwell University", "Centenary University", "Fairlei...
#> $ control <fct> Public, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Public, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Public, Priva...
#> $ ccbasic <fct> Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Small Programs, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Small Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Doctoral/Professional Universities, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: High Research Activity, Doctoral/Professional Universities, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Doctoral/Professional Universities, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Doctoral Universities: Very High Research Activity, Doctoral/Professional Universities, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Doctoral Universities: Very High Research Activity, Doctoral/Professional Universities, Doctoral Universities: High Research Activity, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Doctoral/Professional Universities, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Small Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Small Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Small Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Small Programs, Master's Colleges & Universities: Small Programs, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Medium Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Doctoral Universities: High Research Activity, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Small Programs, Doctoral...
#> $ stabbr <chr> "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AK", "AK", "AZ", "AZ", "AZ", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "DE", "DE", "DC", "DC", "DC", "DC", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "HI", "HI", "HI", "ID", "ID", "ID", "ID", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IA", "IA", "IA", "IA", "IA", "IA", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KY", "KY", "KY", "KY", "KY", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "ME", "ME", "ME", "ME", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MT", "NE", "NE", "NE", "NE", "NE", "NE", "NV", "NV", "NH", "NH", "NH", "NH", "NH", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NM", "NM", "NM", "NM", "NM", "NM", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "ND", "ND", "ND", "ND", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OR", "OR", "OR", "OR", "OR", "OR", "OR", "OR", "OR", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "RI", "RI", "RI", "RI", "RI", "SC", "SC", "SC", "SC", "SC", "SC", "SC", "SC", "SC", "SD", "SD", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "UT", "UT", "UT", "UT", "UT", "UT", "UT", "VT", "VT", "VT", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WV", "WV", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WY", "PR", "PR", "PR", "IN", "OK", "CA", "CA", "FL", "CA", "UT", "FL", "CA", "CA", "GA"
#> $ region <fct> "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Southwest (AZ, NM, OK, TX)", "Southwest (AZ, NM, OK, TX)", "Southwest (AZ, NM, OK, TX)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West 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WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Rocky Mountains (CO, ID, MT, UT, WY)", "Rocky Mountains (CO, ID, MT, UT, WY)", "Rocky Mountains (CO, ID, MT, UT, WY)", "Rocky Mountains (CO, ID, MT, UT, WY)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, 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Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "New England (CT, ME, MA, NH, RI, VT)", "New England (CT, ME, MA, NH...
#> $ city <chr> "Normal", "Birmingham", "Montgomery", "Huntsville", "Tuscaloosa", "Auburn", "Montgomery", "Montevallo", "Florence", "Birmingham", "Troy", "Fairbanks", "Anchorage", "Tempe", "Tucson", "Flagstaff", "Little Rock", "Fayetteville", "Jonesboro", "Russellville", "Conway", "Searcy", "Siloam Springs", "Magnolia", "Azusa", "Riverside", "Thousand Oaks", "San Luis Obispo", "Bakersfield", "Turlock", "San Bernardino", "Pomona", "Chico", "Carson", "Fresno", "Fullerton", "Hayward", "Long Beach", "Los Angeles", "Northridge", "Sacramento", "Davis", "Irvine", "Los Angeles", "Riverside", "La Jolla", "Orange", "Irvine", "San Rafael", "Fresno", "San Francisco", "Oakland", "Arcata", "La Verne", "Riverside", "Los Angeles", "La Jolla", "Belmont", "Fullerton", "Stockton", "Malibu", "San Diego", "Redlands", "San Diego", "San Diego", "San Francisco", "San Francisco", "San Jose", "Santa Clara", "Moraga", "Rohnert Park", "Los Angeles", "Burbank", "Alamosa", "Denver", "Colorado Springs", "Boulder", "Lakewood", "Fort Collins", "Denver", "Denver", "New Haven", "Bridgeport", "New Britain", "Storrs", "Fairfield", "West Hartford", "West Haven", "Hamden", "Fairfield", "West Hartford", "New Haven", "Danbury", "Newark", "New Castle", "Washington", "Washington", "Washington", "Washington", "Miami", "Boca Raton", "Orlando", "Daytona Beach", "Tallahassee", "Boca Raton", "Melbourne", "Miami", "Lakeland", "Gainesville", "Jacksonville", "Fort Lauderdale", "Coral Gables", "Jacksonville", "Fort Lauderdale", "West Palm Beach", "Winter Park", "Saint Leo", "Tampa", "Miami Gardens", "DeLand", "Lakeland", "Tampa", "Pensacola", "Albany", "Gainesville", "Morrow", "Columbus", "Atlanta", "Atlanta", "Americus", "Milledgeville", "Statesboro", "Athens", "Demorest", "Valdosta", "Carrollton", "Honolulu", "Honolulu", "Honolulu", "Boise", "Pocatello", "Moscow", "Nampa", "Aurora", "Peoria", "River Forest", "Chicago", "Charleston", "Elmhurst", "University Park", "Chicago", "Lisle", "Normal", "Elgin", "Romeoville", "Chicago", "Lebanon", "Chicago", "Naperville", "Chicago", "Dekalb", "Evanston", "Chicago", "Bourbonnais", "Chicago", "Rockford", "Chicago", "River Forest", "Joliet", "Chicago", "Carbondale", "Edwardsville", "Macomb", "Anderson", "Mishawaka", "Indianapolis", "Winona Lake", "Indianapolis", "Evansville", "Terre Haute", "Richmond", "Marion", "Fort Wayne", "Valparaiso", "Dubuque", "Ames", "Iowa City", "Cedar Rapids", "Davenport", "Fayette", "Baldwin City", "Emporia", "Hays", "Wichita", "Lawrence", "Wichita", "Manhattan", "Olathe", "Pittsburg", "Leavenworth", "Winfield", "Topeka", "Wichita", "Louisville", "Campbellsville", "Williamsburg", "Midway", "Bowling Green", "Baton Rouge", "Ruston", "Lake Charles", "New Orleans", "Thibodaux", "Monroe", "Hammond", "Baton Rouge", "Lafayette", "New Orleans", "Orono", "Standish", "Portland", "Waterville", "Baltimore", "Bowie", "Frostburg", "Frederick", "Baltimore", "Baltimore", "Adelphi", "College Park", "Baltimore", "Emmitsburg", "Salisbury", "Springfield", "Paxton", "Worcester", "Longmeadow", "Waltham", "Chestnut Hill", "Boston", "Waltham", "Bridgewater", "Boston", "Worcester", "Milton", "Fitchburg", "Lowell", "Amherst", "Boston", "Boston", "Salem", "Boston", "Springfield", "North Dartmouth", "Boston", "Springfield", "Worcester", "Worcester", "Berrien Springs", "Mount Pleasant", "Grand Rapids", "Detroit", "Ypsilanti", "Flint", "Grand Rapids", "Southfield", "Ann Arbor", "East Lansing", "Dearborn", "Flint", "Rochester Hills", "University Center", "Adrian", "Spring Arbor", "Detroit", "Kalamazoo", "Minneapolis", "Saint Paul", "Saint Paul", "Saint Paul", "Saint Paul", "Minneapolis", "Saint Paul", "Saint Cloud", "Winona", "Saint Paul", "Saint Paul", "Marshall", "Winona", "Alcorn State", "Jackson", "Cleveland", "Jackson", "University", "Itta Bena", "Clinton", "Mississippi State", "Hattiesburg", "Hattiesburg", "Kansas City", "Warrensburg", "Springfield", "Springfield", "Saint Louis", "Saint Charles", "Saint Louis", "Maryville", "Parkville", "Kansas City", "Saint Louis", "Cape Girardeau", "Springfield", "Saint Louis", "Saint Louis", "Fulton", "Missoula", "Bellevue", "Chadron", "Omaha", "Lincoln", "Omaha", "Wayne", "Las Vegas", "Reno", "Rindge", "Henniker", "Manchester", "Plymouth", "Nashua", "Caldwell", "Hackettstown", "Teaneck", "Lodi", "Lakewood", "Glassboro", "Jersey City", "Union", "West Long Branch", "Montclair", "Newark", "Mahwah", "Lawrenceville", "New Brunswick", "Jersey City", "Hoboken", "Galloway", "Trenton", "Wayne", "Portales", "Las Vegas", "Albuquerque", "Las Cruces", "Hobbs", "Silver City", "Garden City", "Alfred", "Buffalo", "Potsdam", "New York", "New York", "Ithaca", "New York", "Brooklyn", "Bronx", "Buffalo", "Orangeburg", "Bronx", "Hempstead", "New Rochelle", "Keuka Park", "Syracuse", "Brookville", "Riverdale", "Poughkeepsie", "Dobbs Ferry", "Rockville Centre", "Newburgh", "Bronx", "New York", "New York", "Old Westbury", "New York", "New York", "Rochester", "Rochester", "Troy", "Saint Bonaventure", "Albany", "Brooklyn", "Rochester", "Queens", "Albany", "Vestal", "Buffalo", "Stony Brook", "Buffalo", "New Paltz", "Oswego", "Saratoga Springs", "Throggs Neck", "Syracuse", "New York", "Utica", "Staten Island", "Boone", "Buies Creek", "Greenville", "Elon", "Fayetteville", "Boiling Springs", "Hickory", "Montreat", "Greensboro", "Chapel Hill", "Charlotte", "Greensboro", "Durham", "Raleigh", "Wilmington", "Pembroke", "Misenheimer", "Charlotte", "Winston-Salem", "Wingate", "Cullowhee", "Bismarck", "Minot", "Grand Forks", "Fargo", "Akron", "Ashland", "Berea", "Bowling Green", "Columbus", "Cleveland", "Cincinnati", "Cleveland", "Dayton", "Findlay", "University Heights", "Kent", "Painesville", "Sylvania", "Canton", "Oxford", "Mount Vernon", "Cincinnati", "Columbus", "Columbus", "Athens", "Tiffin", "Toledo", "Cincinnati", "Pepper Pike", "North Canton", "Dayton", "Cincinnati", "Youngstown", "Bartlesville", "Bethany", "Edmond", "Tahlequah", "Stillwater", "Oklahoma City", "Norman", "Durant", "Weatherford", "Tulsa", "La Grande", "Newberg", "Eugene", "Corvallis", "Eugene", "Forest Grove", "Portland", "Portland", "Ashland", "Center Valley", "Reading", "Bloomsburg", "Radnor", "California", "Pittsburgh", "Pittsburgh", "Clarion", "Doylestown", "Philadelphia", "Pittsburgh", "Saint Davids", "Erie", "Beaver Falls", "Gwynedd Valley", "Philadelphia", "Indiana", "Philadelphia", "Annville", "Bethlehem", "Lincoln University", "Scranton", "Aston", "University Park", "Philadelphia", "Pittsburgh", "Rosemont", "Loretto", "Scranton", "Greensburg", "Shippensburg", "Slippery Rock", "Philadelphia", "Villanova", "Waynesburg", "West Chester", "Chester", "Wilkes-Barre", "York", "Smithfield", "Providence", "Providence", "Kingston", "Newport", "Anderson", "Charleston", "Central", "Charleston", "Clemson", "Tigerville", "Columbia", "Conway", "Rock Hill", "Sioux Falls", "Vermillion", "Clarksville", "Nashville", "Jefferson City", "Memphis", "Lebanon", "Nashville", "Johnson City", "Bristol", "Cleveland", "Harrogate", "Memphis", "Murfreesboro", "Chattanooga", "Knoxville", "Martin", "Nashville", "Cookeville", "Greeneville", "Jackson", "Abilene", "San Angelo", "Waco", "Austin", "Corpus Christi", "Dallas", "Irving", "Texarkana", "Commerce", "Houston", "Houston", "Houston", "Victoria", "Houston", "San Antonio", "Beaumont", "Laredo", "Longview", "Belton", "Wichita Falls", "Denton", "San Antonio", "Prairie View", "Houston", "Austin", "Houston", "Huntsville", "San Antonio", "Dallas", "Waxahachie", "Nacogdoches", "San Marcos", "Stephenville", "Kingsville", "College Station", "Arlington", "Austin", "Richardson", "El Paso", "Tyler", "Fort Worth", "San Antonio", "Houston", "Lubbock", "Denton", "Plainview", "Canyon", "Provo", "Cedar City", "Logan", "Orem", "Salt Lake City", "Ogden", "Salt Lake City", "Burlington", "Northfield", "Burlington", "Williamsburg", "Virginia Beach", "Harrisonburg", "Fairfax", "Hampton", "Harrisonburg", "Lynchburg", "Lynchburg", "Fredericksburg", "Arlington", "Norfolk", "Winchester", "Blacksburg", "Richmond", "Charlottesville", "Seattle", "Cheney", "Spokane", "Kirkland", "Tacoma", "Lacey", "Seattle", "Pullman", "Seattle", "Bellingham", "Spokane", "Fairmont", "Morgantown", "Milwaukee", "Milwaukee", "Waukesha", "Mequon", "Madison", "Plymouth", "Fond Du Lac", "Milwaukee", "La Crosse", "Eau Claire", "Oshkosh", "Milwaukee", "Platteville", "River Falls", "Laramie", "San Juan", "Carolina", "Gurabo", "West Lafayette", "Oklahoma City", "Irvine", "San Marcos", "Naples", "Seaside", "Salt Lake City", "Fort Myers", "Camarillo", "Los Alamitos", "Augusta"
#> $ locale <fct> "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Small (population less than 100,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Town: Remote (in urban cluster more than 35 miles from an urbanized area)", "Suburb: Small (outside principal city, in urbanized area with population less than 100,000)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "City: Small (population less than 100,000)", "Town: Remote (in urban cluster more than 35 miles from an urbanized area)", "City: Small (population less than 100,000)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "Town: Remote (in urban cluster more than 35 miles from an urbanized area)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Small (outside principal city, in urbanized area with population less than 100,000)", "City: Large (population of 250,000 or more)", "Suburb: Small (outside principal city, in urbanized area with population less than 100,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Small (population less than 100,000)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Suburb: Small (outside principal city, in urbanized area with population less than 100,000)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Town: Remote (in urban cluster more than 35 miles from an urbanized area)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Town: Remote (in urban cluster more than 35 miles from an urbanized area)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Small (population less than 100,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "City: Small (population less than 100,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Small (outside principal city, in urbanized area with population less than 100,000)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Small (population less than 100,000)", "City: Small (population less than 100,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "City: Small (population less than 100,000)", "Town: Fringe (in urban cluster up to 10 miles from an urbanized area)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "Suburb: Midsize (outside principal city, in urbanized area with population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Town: Distant (in urban cluster mo...
#> $ urban <fct> med/small city, med/small city, med/small city, med/small city, med/small city, med/small city, med/small city, suburb, med/small city, suburb, town/rural, suburb, large city (250k+), med/small city, large city (250k+), med/small city, med/small city, med/small city, med/small city, town/rural, med/small city, town/rural, town/rural, town/rural, suburb, large city (250k+), med/small city, suburb, large city (250k+), suburb, med/small city, suburb, med/small city, med/small city, large city (250k+), suburb, suburb, large city (250k+), large city (250k+), large city (250k+), large city (250k+), suburb, large city (250k+), large city (250k+), large city (250k+), large city (250k+), med/small city, large city (250k+), med/small city, large city (250k+), large city (250k+), large city (250k+), town/rural, suburb, large city (250k+), large city (250k+), large city (250k+), suburb, suburb, large city (250k+), suburb, large city (250k+), med/small city, large city (250k+), large city (250k+), large city (250k+), large city (250k+), large city (250k+), med/small city, suburb, suburb, large city (250k+), large city (250k+), town/rural, large city (250k+), large city (250k+), med/small city, med/small city, med/small city, large city (250k+), large city (250k+), med/small city, med/small city, suburb, suburb, suburb, med/small city, suburb, suburb, suburb, suburb, med/small city, med/small city, suburb, suburb, large city (250k+), large city (250k+), large city (250k+), large city (250k+), suburb, med/small city, suburb, med/small city, med/small city, med/small city, med/small city, suburb, med/small city, med/small city, large city (250k+), med/small city, med/small city, large city (250k+), suburb, med/small city, suburb, suburb, large city (250k+), suburb, med/small city, med/small city, large city (250k+), med/small city, med/small city, med/small city, suburb, med/small city, large city (250k+), large city (250k+), town/rural, town/rural, town/rural, med/small city, town/rural, med/small city, town/rural, large city (250k+), large city (250k+), large city (250k+), med/small city, med/small city, town/rural, suburb, suburb, med/small city, suburb, large city (250k+), town/rural, suburb, town/rural, large city (250k+), suburb, suburb, med/small city, suburb, large city (250k+), suburb, large city (250k+), med/small city, large city (250k+), suburb, med/small city, large city (250k+), suburb, large city (250k+), med/small city, large city (250k+), suburb, suburb, large city (250k+), med/small city, suburb, town/rural, med/small city, med/small city, large city (250k+), town/rural, large city (250k+), suburb, med/small city, town/rural, town/rural, large city (250k+), suburb, med/small city, med/small city, med/small city, med/small city, med/small city, town/rural, town/rural, town/rural, town/rural, large city (250k+), med/small city, large city (250k+), med/small city, suburb, town/rural, town/rural, town/rural, med/small city, large city (250k+), large city (250k+), town/rural, town/rural, town/rural, med/small city, med/small city, town/rural, med/small city, large city (250k+), med/small city, med/small city, med/small city, med/small city, med/small city, large city (250k+), suburb, town/rural, med/small city, town/rural, large city (250k+), suburb, suburb, med/small city, large city (250k+), large city (250k+), suburb, suburb, large city (250k+), town/rural, suburb, med/small city, town/rural, med/small city, suburb, med/small city, med/small city, large city (250k+), med/small city, suburb, large city (250k+), med/small city, suburb, suburb, suburb, suburb, large city (250k+), large city (250k+), suburb, large city (250k+), med/small city, suburb, large city (250k+), med/small city, med/small city, med/small city, town/rural, town/rural, suburb, large city (250k+), suburb, med/small city, med/small city, med/small city, med/small city, med/small city, med/small city, med/small city, suburb, suburb, town/rural, suburb, large city (250k+), med/small city, large city (250k+), suburb, large city (250k+), large city (250k+), large city (250k+), large city (250k+), suburb, med/small city, town/rural, large city (250k+), large city (250k+), town/rural, town/rural, town/rural, med/small city, town/rural, med/small city, town/rural, town/rural, suburb, town/rural, med/small city, med/small city, large city (250k+), town/rural, med/small city, med/small city, suburb, med/small city, suburb, town/rural, suburb, large city (250k+), large city (250k+), med/small city, med/small city, suburb, suburb, town/rural, med/small city, suburb, town/rural, large city (250k+), large city (250k+), large city (250k+), town/rural, med/small city, large city (250k+), town/rural, town/rural, suburb, town/rural, med/small city, suburb, suburb, suburb, suburb, med/small city, suburb, large city (250k+), suburb, suburb, suburb, large city (250k+), suburb, suburb, med/small city, large city (250k+), suburb, suburb, med/small city, suburb, town/rural, town/rural, large city (250k+), suburb, town/rural, town/rural, suburb, town/rural, large city (250k+), town/rural, large city (250k+), large city (250k+), med/small city, large city (250k+), large city (250k+), large city (250k+), large city (250k+), suburb, large city (250k+), suburb, suburb, town/rural, suburb, suburb, large city (250k+), suburb, suburb, suburb, med/small city, large city (250k+), large city (250k+), large city (250k+), suburb, large city (250k+), large city (250k+), suburb, suburb, med/small city, town/rural, med/small city, large city (250k+), suburb, large city (250k+), med/small city, suburb, suburb, suburb, large city (250k+), suburb, town/rural, suburb, large city (250k+), med/small city, large city (250k+), med/small city, large city (250k+), town/rural, town/rural, med/small city, suburb, med/small city, town/rural, med/small city, suburb, large city (250k+), med/small city, large city (250k+), large city (250k+), large city (250k+), large city (250k+), med/small city, town/rural, town/rural, large city (250k+), med/small city, suburb, town/rural, town/rural, town/rural, med/small city, med/small city, med/small city, town/rural, suburb, town/rural, suburb, large city (250k+), large city (250k+), large city (250k+), med/small city, town/rural, suburb, suburb, suburb, suburb, med/small city, town/rural, town/rural, suburb, large city (250k+), large city (250k+), town/rural, town/rural, large city (250k+), large city (250k+), suburb, suburb, suburb, large city (250k+), med/small city, town/rural, suburb, suburb, town/rural, town/rural, large city (250k+), suburb, town/rural, town/rural, large city (250k+), town/rural, town/rural, med/small city, med/small city, med/small city, suburb, large city (250k+), large city (250k+), suburb, town/rural, med/small city, med/small city, suburb, suburb, large city (250k+), large city (250k+), town/rural, suburb, large city (250k+), large city (250k+), suburb, med/small city, suburb, suburb, large city (250k+), town/rural, large city (250k+), suburb, med/small city, suburb, med/small city, suburb, med/small city, large city (250k+), large city (250k+), suburb, town/rural, med/small city, suburb, town/rural, town/rural, large city (250k+), suburb, town/rural, suburb, suburb, med/small city, suburb, suburb, med/small city, med/small city, suburb, suburb, med/small city, med/small city, suburb, med/small city, suburb, town/rural, med/small city, med/small city, med/small city, med/small city, town/rural, med/small city, large city (250k+), suburb, large city (250k+), town/rural, large city (250k+), med/small city, med/small city, med/small city, town/rural, large city (250k+), med/small city, med/small city, med/small city, town/rural, large city (250k+), town/rural, town/rural, med/small city, med/small city, med/small city, med/small city, large city (250k+), large city (250k+), large city (250k+), med/small city, town/rural, town/rural, large city (250k+), suburb, large city (250k+), med/small city, large city (250k+), large city (250k+), med/small city, large city (250k+), med/small city, suburb, med/small city, med/small city, large city (250k+), town/rural, large city (250k+), large city (250k+), large city (250k+), town/rural, large city (250k+), suburb, suburb, town/rural, med/small city, town/rural, town/rural, med/small city, large city (250k+), large city (250k+), med/small city, large city (250k+), med/small city, large city (250k+), large city (250k+), large city (250k+), large city (250k+), med/small city, town/rural, town/rural, med/small city, town/rural, med/small city, med/small city, med/small city, med/small city, med/small city, med/small city, town/rural, med/small city, suburb, large city (250k+), med/small city, suburb, med/small city, med/small city, med/small city, med/small city, suburb, med/small city, med/small city, med/small city, med/small city, med/small city, suburb, large city (250k+), town/rural, med/small city, suburb, suburb, med/small city, large city (250k+), town/rural, large city (250k+), med/small city, suburb, town/rural, med/small city, large city (250k+), suburb, med/small city, suburb, large city (250k+), town/rural, med/small city, large city (250k+), med/small city, med/small city, med/small city, large city (250k+), town/rural, town/rural, town/rural, large city (250k+), suburb, suburb, med/small city, large city (250k+), large city (250k+), suburb, suburb, suburb, suburb, suburb, suburb, suburb, med/small city
#> $ cipdig2 <chr> "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52"
#> $ cipcode <chr> "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", 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"5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202"
#> $ cipdesc <chr> "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administrat...
#> $ credlev <fct> Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Deg...
#> $ creddesc <chr> "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "...
#> $ ipedscount1 <dbl> 30, 115, 23, 95, 152, 210, 31, 23, 116, 44, 134, 42, 13, 444, 212, 118, 62, 123, 58, 15, 45, 66, 127, 22, 22, 168, 83, 24, 47, 55, 139, 17, 30, 55, 78, 168, 158, 103, 36, 43, 164, 155, 251, 862, 73, 126, 101, 73, 36, 12, 106, 11, 22, 370, 36, 37, 336, 37, 9, 44, 589, 79, 520, 211, 127, 73, 103, 114, 151, 162, 64, 640, 66, 29, 273, 91, 139, 67, 312, 44, 345, 96, 109, 29, 253, 21, 120, 148, 266, 65, 7, 67, NA, 159, 79, 56, 20, 372, 28, 85, 245, 81, 43, 49, 243, 374, 597, 34, 724, 25, 130, 232, 113, 706, 65, 134, 764, 127, 119, 65, 48, 164, 86, 24, 105, 77, 25, 399, 308, 15, 21, 103, 245, 37, 32, 100, 33, 142, 80, 120, 56, 14, 33, 87, 24, 91, 158, 48, 63, 17, 213, 434, 43, 65, 213, 215, 90, 77, 35, 110, 215, 468, 20, 79, 170, 49, 143, 69, 48, 43, 56, 65, 42, 102, 24, 63, 32, 74, 36, 48, 9, NA, 101, 40, 143, 64, 271, 44, 104, 105, 192, 45, 53, 97, 119, 45, 39, 43, 30, 87, 45, 44, 80, 51, 8, 66, 32, 128, 131, 51, 28, 76, 42, 24, 60, 44, 78, 68, 25, 19, 26, 49, 146, 0, 75, 42, 117, 122, 1934, 493, 76, 73, 40, 32, 31, 90, 86, 72, 239, 568, 140, 14, 94, 102, 32, 40, 219, 382, 124, NA, 36, 60, 22, 162, 111, 50, 74, 17, 23, 430, 338, 52, 40, 70, 44, 51, 787, 264, 65, 59, 117, 34, 27, 90, 166, 96, 72, 33, 93, 113, 72, 523, 45, 47, 160, 348, 50, 83, 27, 23, 194, 82, 19, 83, 22, 23, 93, 61, 45, 47, 29, 28, 18, 53, 42, 74, 53, 172, 158, 120, 56, 319, 407, 2045, 92, 52, 345, 73, 103, 87, 18, 23, 82, 122, 27, 24, 1408, 80, 23, 19, 62, 263, 20, 33, 56, 28, 30, 61, 108, 83, 34, 56, NA, 13, 134, 48, 74, 73, 95, 75, 175, 79, 18, 14, 144, 27, 103, 81, 158, 1205, 666, 130, 129, 37, 15, 11, 299, 74, 41, 24, 51, 57, NA, 58, 194, 53, 27, 9, 38, 1062, 208, 33, 28, 29, 120, 46, 60, 46, 36, 69, 126, 102, 101, 217, 71, 23, 29, 113, 71, 82, 162, 22, 17, 25, 62, 70, 191, 30, 40, 56, 45, 25, 16, 742, 128, 55, 32, 225, 53, 24, 83, 132, 291, 49, 56, 118, 32, 43, 31, 103, 183, 70, 21, 75, 159, 179, 218, 88, 195, 55, 61, 79, 18, 62, 53, 85, 24, 93, 344, 284, 49, 96, 43, 11, 66, 155, 138, 50, 78, 130, 45, 53, 140, 41, 118, 30, 47, 36, 43, 61, 33, 99, 159, 14, 94, 44, 34, 123, 58, 21, 10, 74, 54, 20, 33, 26, 19, 184, 75, 47, 49, NA, 38, 176, 57, 32, 35, 12, 21, 50, 88, 545, 103, 35, 49, 110, 42, 105, 27, 228, 373, 79, 78, 48, 77, 17, 8, 255, 87, 94, 63, 42, 71, 39, 46, 158, 48, 176, 52, 59, 51, 97, 32, 18, 36, 47, 52, 117, 73, 172, 28, 42, 133, 102, 103, 233, 38, 46, 77, 38, 66, NA, 26, 198, 58, 258, 206, 168, 62, 437, 51, 82, 283, 155, 287, 387, 63, 45, 33, 28, 20, 127, 102, 63, 331, 121, 99, 91, 28, 150, 10, 15, 107, 111, 43, 295, 303, 658, 337, 94, 350, 143, 100, 80, 276, 365, 216, 233, 228, 29, 126, 0, 298, 57, 114, 203, 179, 16, 182, 61, 21, 139, 29, 39, 1498, 36, 28, 43, 40, 35, 96, 102, 424, 208, 30, 152, 28, 40, 48, 237, 288, 407, 21, 33, 19, 34, 15, 172, 15, 135, 32, 115, 34, 105, 59, 55, 79, 243, 115, 45, 42, 120, 44, 159, 336, 89, 432, 46, 36, 75, 2336, 40, 40, NA, 38
#> $ ipedscount2 <dbl> 27, 133, 23, 89, 185, 247, 74, 19, 182, 48, 126, 34, 28, 299, 214, 121, 66, 128, 42, 8, 65, 56, 99, 38, 38, 235, 91, 38, 33, 69, 134, 24, 34, 58, 69, 99, 168, 131, 43, 49, 114, 172, 231, 808, 94, 120, 117, 59, 25, 11, 80, 13, 29, 393, 20, 29, 282, 54, 17, 32, 608, 85, 426, 169, 132, 81, 132, 118, 131, 151, 62, 670, 74, 29, 290, 88, 152, 92, 307, 55, 297, 88, 108, 27, 277, 38, 101, 130, 267, 82, 17, 59, NA, 140, 631, 117, 16, 381, 20, 130, 240, 67, 41, 58, 274, 386, 620, 33, 715, 37, 138, 239, 110, 686, 39, 182, 771, 148, 126, 46, 76, 139, 126, 27, 68, 83, 26, 421, 347, 29, 37, 118, 255, 23, 40, 101, 64, 127, 58, 145, 60, 9, 35, 106, 36, 169, 192, 55, 70, 29, 195, 345, 54, 37, 211, 207, 78, 23, 25, 79, 243, 481, 27, 67, 177, 38, 123, 52, 56, 28, 71, 67, 38, 109, 45, 46, 48, 83, 144, 70, 6, NA, 78, 27, 139, 67, 321, 51, 70, 123, 142, 37, 50, 89, 179, 41, 43, 69, 37, 113, 34, 23, 48, 48, 16, 106, 45, 180, 147, 47, 26, 53, 27, 36, 60, 48, 46, 64, 28, 15, 39, 57, 132, 0, 70, 32, 137, 141, 2309, 499, 46, 67, 36, 28, 20, 70, 93, 131, 248, 598, 87, 17, 66, 96, 29, 61, 257, 418, 132, NA, 23, 31, 17, 135, 119, 54, 54, 34, 18, 394, 296, 52, 45, 54, 46, 51, 763, 304, 56, 68, 99, 36, 24, 87, 261, 98, 145, 49, 160, 123, 65, 492, 45, 32, 229, 263, 52, 94, 25, 27, 281, 77, 33, 88, 22, 25, 96, 54, 21, 55, 32, 29, 14, 61, 80, 56, 46, 187, 185, 98, 43, 287, 367, 1790, 73, 68, 294, 74, 95, 120, 16, 20, 80, 129, 27, 50, 2074, 41, 30, 0, 81, 228, 13, 27, 71, 51, 24, 99, 140, 66, 30, 80, NA, 17, 123, 57, 86, 95, 74, 84, 193, 54, 23, 22, 158, 29, 100, 79, 133, 1216, 684, 163, 151, 34, 6, 12, 258, 72, 45, 35, 59, 135, NA, 48, 222, 47, 34, 17, 48, 1078, 274, 26, 40, 41, 134, 42, 55, 55, 29, 88, 138, 137, 118, 189, 48, 25, 27, 75, 117, 75, 344, 25, 44, 18, 55, 58, 209, 39, 60, 50, 54, 28, 25, 793, 98, 50, 23, 261, 74, 27, 61, 77, 270, 31, 63, 135, 42, 27, 24, 64, 225, 94, 21, 62, 156, 197, 225, 72, 158, 63, 71, 57, 21, 60, 50, 70, 42, 67, 308, 361, 56, 86, 42, 9, 39, 163, 139, 61, 44, 117, 27, 22, 144, 113, 134, 55, 34, 37, 43, 85, 34, 82, 214, 11, 108, 57, 30, 128, 58, 26, 20, 75, 58, 23, 39, 42, 26, 153, 66, 40, 24, 35, 54, 188, 45, 37, 54, 18, 14, 34, 116, 549, 126, 41, 29, 124, 31, 104, 14, 358, 265, 57, 132, 57, 49, 8, 24, 266, 97, 90, 74, 58, 79, 26, 42, 188, 39, 182, 46, 77, 92, 69, 30, 17, 56, 32, 48, 137, 55, 103, 32, 58, 119, 78, 121, 224, 35, 38, 88, 37, 44, 24, 62, 202, 92, 240, 82, 154, 52, 375, 32, 82, 434, 175, 255, 405, 68, 67, 27, 28, 18, 143, 76, 69, 315, 95, 107, 79, 34, 185, 24, 16, 87, 109, 45, 302, 390, 645, 373, 99, 393, 129, 119, 58, 239, 356, 207, 279, 223, 38, 138, 18, 305, 88, 102, 259, 171, 23, 302, 103, 16, 137, 29, 38, 1468, 29, 44, 52, 47, 47, 135, 98, 463, 134, 48, 159, 33, 28, 32, 212, 289, 401, 55, 28, 13, 42, 23, 140, 37, 229, 28, 119, 33, 126, 50, 73, 86, 217, 119, 31, 62, 114, 49, 170, 307, 68, 374, 60, 19, 79, 3209, 34, 39, NA, 31
#> $ debt_all_stgp_eval_n <dbl> 43, 70, 17, 39, 103, 139, 61, 14, 105, 10, 77, 22, 14, 409, 172, 123, 43, 97, 25, 11, 28, 39, 121, 16, NA, 110, 11, 16, 24, 65, 110, 10, 19, 38, 83, 71, 87, 99, 33, 40, 119, 123, 222, 509, 27, 59, 67, 48, 25, 15, 38, 14, 26, 116, 32, 57, 241, 41, 12, 11, 330, 77, 402, 73, 69, 46, 78, 34, 73, 120, 32, 464, 62, 25, 232, 73, 102, 64, 137, 26, 226, 57, 60, 17, 96, 13, 40, 17, 200, 30, 11, 74, NA, 69, 29, 121, 16, 226, 44, 60, 203, 64, 270, 56, 285, 146, 728, 38, 619, 18, 204, 170, 81, 874, 15, 130, 903, 186, 94, 27, 35, 80, 50, 41, 118, 85, 22, 160, 288, 26, 22, 86, 146, 26, 24, 97, 26, 49, 20, 106, 37, 15, 36, 105, 16, 112, 308, 24, 46, 20, 78, 435, 20, 22, 46, 128, 65, 48, 18, 57, 146, 121, 12, 70, 225, 15, 119, 63, 44, 33, 31, 33, 25, 116, 39, 14, 34, 53, 54, 43, 11, 475, 94, 30, 101, 50, 50, 32, 55, 86, 123, 21, 27, 111, 74, 15, 23, 56, 17, 73, 31, 16, 32, 12, 15, 48, 48, 70, 35, 25, 12, 68, 14, 12, 50, 64, 24, 31, 17, 12, 29, 39, 101, NA, 45, 16, 56, 67, 1463, 302, 40, 38, 22, 36, 17, 55, 43, 49, 124, 285, 56, 12, 32, 29, 31, 30, 79, 131, 65, 113, 10, 45, 40, 41, 82, 20, 21, 10, 14, 227, 369, 33, 42, 26, 19, 23, 527, 222, 27, 38, 44, 12, 32, 23, 130, 45, 101, 35, 203, 104, 61, 363, 26, 23, 180, 203, 42, 14, 12, 27, 285, 21, 30, 17, 14, 24, 48, 23, 15, 42, 18, 18, 18, 52, 36, 71, 31, 150, 103, 56, 26, 30, 231, 1030, 75, 44, 284, 47, 44, 40, 20, 11, 65, 64, 25, 11, 1836, 36, 11, 15, 47, 184, 11, 33, 46, 31, 18, 62, 122, 55, 15, 33, 354, 14, 23, 38, 34, 33, 55, 65, 113, 45, 27, 17, 62, 32, 77, 57, 59, 679, 432, 110, 79, 35, 10, 13, 201, 47, 18, 32, 41, 104, NA, 31, 283, 46, 36, 10, 39, 698, 23, 25, 22, 35, 76, 42, 52, 53, 58, 79, 73, 74, 81, 133, 30, 20, 13, 80, 30, 64, 227, 16, 28, 11, 53, 47, 93, 36, 13, 53, 39, 24, 34, 615, 73, 34, 31, 157, 44, 29, 83, 102, 284, 21, 48, 49, 28, 13, 11, 39, 83, 65, 25, 43, 97, 79, 187, 32, 80, 32, 41, 46, 17, 67, 34, 34, 36, 41, 172, 338, 19, 28, 52, 11, 65, 114, 93, 47, 73, 188, 21, 19, 38, 26, 62, 26, 21, 15, 42, 83, 26, 40, 93, 16, 85, 32, 18, 39, 70, 26, 15, 96, 60, 12, 30, 18, 12, 114, 66, 20, 43, NA, 33, 51, 29, 13, 10, 25, 13, 44, 264, 192, 98, 37, 21, 80, 39, 81, 21, 268, 217, 43, 20, 28, 41, 10, 13, 338, 32, 38, 41, 55, 84, 33, 44, 131, 24, 136, 50, 55, 43, 55, 18, 15, 25, 27, 43, 121, 43, 166, 28, 13, 69, 77, 102, 102, 33, 38, 46, 40, 29, 13, 31, 175, 85, 113, 126, 146, 50, 328, 41, 53, 430, 133, 189, 297, 34, 36, 39, 25, 13, 79, 109, 89, 159, 120, 46, 63, 15, 99, 16, 11, 68, 96, 34, 206, 112, 515, 260, 89, 363, 88, 114, 73, 224, 317, 49, 39, 174, 23, 126, 12, 331, 29, 97, 99, 131, 23, 273, 85, 11, 126, 17, 15, 1422, 12, 14, 42, 29, 29, 107, 80, 130, 95, 37, 145, 23, 35, 26, 93, 173, 319, 32, 24, 15, 36, 22, 133, 14, 79, 20, 104, 28, 66, 52, 47, 26, 205, 73, 20, 31, 190, 77, 194, 139, 63, 120, 46, 28, 97, 2793, 15, 37, NA, 17
#> $ debt_all_stgp_eval_mean <dbl> 52786, 34809, 57391, 23490, 33702, 45043, 25746, 23741, 34435, 36208, 35222, 18609, 32751, 53331, 46475, 37774, 39396, 36890, 33280, 27041, 18850, 50917, 33947, 24395, 45105, 25055, 44637, 28459, 24194, 29764, 44983, 32450, 27309, 25364, 35740, 32847, 32289, 40489, 33635, 35518, 31341, 78722, 75797, 94907, 69106, 92329, 77683, 33909, 42056, 28494, 43593, 49884, 18474, 55271, 48004, 43432, 39166, 45746, 38245, 45086, 85488, 40573, 41659, 53791, 53606, 49740, 64014, 33097, 63320, 66197, 33413, 90863, 55190, 41696, 54107, 45864, 52606, 32775, 43079, 47627, 45702, 38925, 43672, 31072, 50394, 30353, 28170, 23286, 32094, 26086, 26219, 33155, 24887, 32145, 32454, 82305, 34523, 73706, 44196, 46170, 31836, 40832, 38774, 33781, 41299, 37229, 61948, 35219, 42288, 35796, 53568, 78441, 32532, 58397, 30191, 48737, 49500, 34506, 42128, 41970, 28529, 37387, 30974, 41615, 45059, 36864, 30022, 67654, 72904, 24888, 27313, 29145, 60313, 23945, 35938, 24516, 36818, 48243, 40165, 37046, 29206, 46580, 33792, 32889, 30407, 32987, 49858, 19189, 31184, 47748, 51612, 37560, 25983, 35058, 40212, 70801, 29099, 43536, 44064, 29802, 35565, 115085, 16352, 29532, 29769, 33538, 45919, 58676, 32370, 54106, 37186, 26607, 27378, 36660, 27910, 37614, 21798, 29759, 21150, 25933, 22667, 43581, 26771, 71324, 18044, 31717, 36016, 40108, 47005, 39826, 40447, 18969, 26622, 37559, 28375, 19449, 37964, 33223, 16158, 33456, 30106, 30300, 22733, 39674, 25646, 16495, 28062, 33261, 42167, 19390, 19161, 31462, 21920, 28040, 23919, 52835, 31409, 86004, 22514, 26949, 28120, 24223, 50206, 43302, 29451, 29447, 42303, 52451, 48683, 71997, 36372, 23299, 22413, 25905, 21519, 25897, 35295, 32001, 54629, 54938, 65071, 25152, 29275, 31584, 39962, 16356, 29783, 35909, 31521, 38243, 27982, 63481, 27333, 32099, 55207, 30851, 42877, 11534, 49477, 34620, 45588, 58395, 44508, 29613, 30226, 53963, 75835, 49492, 34958, 40484, 34826, 40699, 28953, 30867, 37314, 40331, 39848, 40789, 32907, 44973, 41362, 61641, 29747, 29565, 33201, 46539, 44147, 24935, 26959, 55318, 46665, 22669, 25431, 21836, 40450, 36810, 28308, 24687, 28327, 30220, 24508, 20174, 26806, 41010, 30288, 33408, 18760, 36312, 30871, 42197, 18464, 23271, 83004, 48541, 17022, 37627, 46041, 25245, 27993, 35220, 17646, 17483, 41433, 24577, 24658, 33552, 41764, 43370, 21463, 30603, 35516, 32413, 33066, 26841, 29738, 34036, 38519, 26480, 38773, 52577, 39986, 37756, 58003, 37905, 37490, 27611, 27858, 32282, 30592, 27982, 32262, 25228, 33775, 35911, 37825, 31189, 35251, 38878, 45583, 96404, 103940, 41180, 21140, 25494, 35206, 36967, 61366, 68684, 36160, 29684, 24488, 62378, 31142, 32158, 39417, 30826, 30448, 64540, 65931, 108756, 50291, 28032, 57033, 39780, 46166, 35910, 20740, 31115, 33376, 38691, 39279, 31091, 24906, 39714, 50457, 30777, 22549, 26815, 49652, 38874, 72043, 36839, 26327, 43400, 24066, 29088, 30560, 53096, 31770, 34639, 34416, 40033, 37718, 82256, 35172, 29126, 72096, 39131, 34506, 32838, 31445, 47404, 58952, 29195, 28638, 26845, 17049, 17792, 19643, 47648, 30553, 35432, 40630, 37093, 67417, 36609, 36710, 19834, 30131, 27525, 45112, 30257, 37933, 25934, 30825, 29624, 27384, 34061, 54667, 38101, 27889, 45084, 29725, 30993, 34975, 40584, 35144, 27664, 31741, 32434, 36115, 25023, 23724, 41289, 43076, 21864, 27464, 17326, 28483, 38628, 30467, 46301, 70112, 48357, 43448, 41931, 30620, 38096, 31265, 23027, 24826, 29559, 36562, 43186, 32164, 29922, 39198, 44934, 37548, 33003, 30400, 30482, 33840, 27606, 40893, 20648, 39964, 32382, 41948, 31087, 41759, 75053, 36322, 33409, 35952, 40743, 38313, 24394, 22725, 59699, 42594, 21986, 23543, 43508, 35725, 30131, 28761, 26780, 23146, 32884, 18177, 32904, 37679, 28439, 39577, 38175, 23277, 42920, 23958, 32480, 23774, 25994, 29779, 40278, 24717, 31936, 24026, 42679, 27956, 36097, 25231, 46243, 37355, 29851, 31972, 42392, 31782, 32137, 18227, 19862, 40209, 38262, 21266, 61912, 37470, 15825, 51231, 53082, 17257, 30727, 38897, 33687, 36036, 37176, 40793, 38107, 25813, 19386, 42643, 28292, 26507, 25568, 40349, 41495, 37571, 46381, 42706, 32291, 29374, 98533, 33095, 24289, 23171, 31691, 18003, 42279, 34786, 76933, 43771, 33542, 32722, 48179, 33228, 55101, 36602, 30959, 39901, 32213, 34769, 17187, 29524, 27924, 47357, 28833, 46724, 23823, 41805, 41646, 53205, 46077, 17807, 45767, 28066, 33612, 35797, 20011, 38678, 60317, 34468, 34692, 42354, 48268, 93771, 45479, 29541, 39559, 37081, 40758, 42205, 48903, 40953, 56548, 30873, 32321, 28296, 27806, 28736, 34497, 23523, 31949, 39286, 36781, 33436, 48567, 31157, 36686, 34211, 31152, 31396, 24716, 34723, 38253, 28452, 30343, 48169, 39162, 50094, 37850, 38400, 40744, 14716, 18275, 33804, 24491, 33735
#> $ debt_all_stgp_eval_mdn <dbl> 50311, 30624, NA, 20004, 35889, 41000, 27500, NA, 34250, NA, 30750, 15400, NA, 44700, 41000, 29753, 40557, 38677, 33286, NA, 20500, 34760, 29743, NA, 46431, 23917, NA, NA, 23414, 31035, 43700, NA, 27500, 20500, 39656, 30728, 34166, 41000, 38662, 31756, 30750, 81000, 72389, 86864, 52347, 94019, 78548, 32699, 41000, NA, 41000, NA, 20500, 51548, 43380, 40500, 40394, 46750, NA, NA, 91630, 41000, 41000, 53604, 47808, 49626, 49450, 31500, 63550, 59380, 41000, 79041, 51250, 43252, 52152, 39681, 51807, 32518, 42500, 44866, 41000, 39934, 41000, NA, 41000, NA, 20500, NA, 30393, 20500, NA, 34572, NA, 30750, 32500, 85000, NA, 65500, 45001, 41000, 29871, 39801, 34560, 33750, 41000, 32000, 61469, 36958, 38524, NA, 53024, 77865, 30750, 51250, NA, 41000, 54454, 31158, 27142, 39448, 30048, 40678, 28646, 40308, 41000, 41000, 30842, 61500, 79888, 20206, 22000, 29000, 58726, 20833, 32950, 20500, 35398, 45836, 41000, 40529, 23451, NA, 36149, 32825, NA, 30509, 48500, 18178, 31025, 51250, 49500, 34580, 25200, 40100, 35778, 61500, 29015, 41000, NA, 29700, 32046, 106803, NA, 33900, 28500, NA, 42300, 50607, 31626, 50718, 40516, 19485, 20794, 36960, 29303, NA, 24458, 30893, 18516, 26739, NA, 45581, 25028, 50048, 14500, 29964, 40268, 39964, 45641, 46322, 43770, 19706, 23774, 40916, 28930, NA, 31727, 35933, NA, 38525, 30050, NA, 21000, NA, NA, 13098, 25991, 30750, 41000, 18007, NA, 34750, NA, NA, 21054, 51250, 30750, 98616, NA, NA, 20298, 20500, 41000, NA, 20800, NA, 39000, 50339, 46000, 68411, 39210, 20945, 23014, 22926, NA, 24163, 36979, 27502, 46711, 49318, 65000, NA, 27255, 20500, 41000, 17307, 27257, 32926, 30750, 37380, NA, 61500, 26262, 20500, 50646, 27333, 41000, NA, NA, 34689, 34000, 36722, 40007, 32280, 36805, 57796, 51250, 51250, 31596, 37294, 34100, NA, 30519, 27333, 38000, 36500, 37199, 41000, 36083, 41000, 38622, 60249, 34075, 27934, 33885, 43105, 44200, NA, NA, 41000, 47706, 23983, 20500, NA, NA, 31000, 20500, 25800, NA, 32197, NA, NA, NA, 41000, 28700, 32295, 18622, 34687, 27200, 40000, 17916, 20350, 77292, 46812, 16615, 31353, 41000, 26041, 28895, 33933, 17300, NA, 37106, 20500, 25570, NA, 40969, 41000, NA, NA, 40692, 30166, NA, 28072, 28750, 36500, NA, 20500, 40902, 50352, NA, 34750, 53414, NA, 34732, 21558, 27768, 32238, 30550, 27462, 29017, 22801, 34166, NA, 35750, 30500, 34167, 42729, 38500, 69500, 111446, 40977, 18580, 23174, NA, NA, 50451, 59132, NA, 33258, 20500, 65000, 31721, 26720, 35875, 30500, 27417, NA, 57930, 95353, 41000, 27750, 61500, 41000, 45268, 35826, 20500, 30500, 30500, 30290, 33672, 31874, 20500, 40000, 38523, 30750, NA, 22747, 51935, 34029, 70653, NA, 25000, NA, 20602, 24375, 25500, 49805, NA, 34839, 34240, 41000, 40316, 74873, 31486, 30574, 60065, 41000, 40445, 30761, 33698, 41814, 57519, 28910, 30193, 29029, 15780, NA, NA, 39806, 26252, 36659, 43491, 33705, 65000, 30750, 34962, 19092, 28518, 20500, 38605, 28607, NA, 25978, 33077, 32675, 24787, 30216, 47440, 41000, 30833, 41525, 30750, NA, 31333, 34133, 35004, 26584, 34166, 36163, 35500, 25356, 17197, 33069, 40460, 22851, 29473, NA, 31000, 41000, 29542, 37249, 70874, NA, 41000, 44312, NA, 41325, 29202, 23500, NA, 27533, 39220, NA, 30149, NA, NA, 42993, 41000, 36343, 32894, 35500, 35875, 26500, 29035, NA, NA, 33821, NA, 34123, 41000, 41000, 36114, 30000, 30750, 42553, 26500, 21195, 20500, 44750, 39907, 22705, 20500, 41000, 37289, NA, NA, 27735, 20500, 30750, 17490, 33848, 37848, 30871, 40808, 39057, 23756, 41000, 20500, 33322, 20500, 20992, NA, NA, 25414, 36527, 25546, 36614, 25281, 41000, 25525, NA, 29011, 26200, 30394, 38500, 29194, 28959, 12725, 17574, 30069, NA, 20500, 57000, 41000, 15199, 51250, 54678, 15488, 27956, 41000, 32302, 40370, 34724, 41000, 37584, 27582, 17800, 42173, 28577, NA, 21350, 41000, 41000, 30750, 43750, 41000, 34961, NA, 90123, NA, NA, 20359, 29604, 18000, 36453, 29203, 82067, 41200, 34418, 34166, 41000, 24666, 53184, 36979, 30552, 36995, 33245, 41000, 13850, 28000, NA, 41000, 30000, 44417, 20500, 39350, 44879, 47060, 41000, NA, 40899, NA, NA, 34166, NA, NA, 61500, 30750, 34936, 35682, 41000, 85690, 47559, 29892, 34644, 40999, 41208, 41000, 41000, 37500, 55437, 30200, 34167, NA, 22500, 29122, 37649, NA, 25319, 36832, 40940, 35500, 37474, 28840, 32650, 37824, 25823, 32720, 25194, 30731, 36007, 29172, 29917, 43811, 41000, 52120, 39940, 30000, 41470, 13319, NA, 30978, 22866, NA
#> $ debt_all_stgp_eval_mdn10yrpay <dbl> 517, 314, NA, 205, 368, 421, 282, NA, 352, NA, 316, 158, NA, 459, 421, 305, 416, 397, 342, NA, 210, 357, 305, NA, 477, 246, NA, NA, 240, 319, 449, NA, 282, 210, 407, 316, 351, 421, 397, 326, 316, 832, 743, 892, 537, 965, 807, 336, 421, NA, 421, NA, 210, 529, 445, 416, 415, 480, NA, NA, 941, 421, 421, 550, 491, 510, 508, 323, 653, 610, 421, 812, 526, 444, 535, 407, 532, 334, 436, 461, 421, 410, 421, NA, 421, NA, 210, NA, 312, 210, NA, 355, NA, 316, 334, 873, NA, 673, 462, 421, 307, 409, 355, 347, 421, 329, 631, 379, 396, NA, 544, 799, 316, 526, NA, 421, 559, 320, 279, 405, 309, 418, 294, 414, 421, 421, 317, 631, 820, 207, 226, 298, 603, 214, 338, 210, 363, 471, 421, 416, 241, NA, 371, 337, NA, 313, 498, 187, 319, 526, 508, 355, 259, 412, 367, 631, 298, 421, NA, 305, 329, 1097, NA, 348, 293, NA, 434, 520, 325, 521, 416, 200, 214, 379, 301, NA, 251, 317, 190, 275, NA, 468, 257, 514, 149, 308, 413, 410, 469, 476, 449, 202, 244, 420, 297, NA, 326, 369, NA, 396, 309, NA, 216, NA, NA, 134, 267, 316, 421, 185, NA, 357, NA, NA, 216, 526, 316, 1013, NA, NA, 208, 210, 421, NA, 214, NA, 400, 517, 472, 702, 403, 215, 236, 235, NA, 248, 380, 282, 480, 506, 667, NA, 280, 210, 421, 178, 280, 338, 316, 384, NA, 631, 270, 210, 520, 281, 421, NA, NA, 356, 349, 377, 411, 331, 378, 593, 526, 526, 324, 383, 350, NA, 313, 281, 390, 375, 382, 421, 370, 421, 397, 619, 350, 287, 348, 443, 454, NA, NA, 421, 490, 246, 210, NA, NA, 318, 210, 265, NA, 331, NA, NA, NA, 421, 295, 332, 191, 356, 279, 411, 184, 209, 794, 481, 171, 322, 421, 267, 297, 348, 178, NA, 381, 210, 263, NA, 421, 421, NA, NA, 418, 310, NA, 288, 295, 375, NA, 210, 420, 517, NA, 357, 548, NA, 357, 221, 285, 331, 314, 282, 298, 234, 351, NA, 367, 313, 351, 439, 395, 714, 1144, 421, 191, 238, NA, NA, 518, 607, NA, 341, 210, 667, 326, 274, 368, 313, 282, NA, 595, 979, 421, 285, 631, 421, 465, 368, 210, 313, 313, 311, 346, 327, 210, 411, 396, 316, NA, 234, 533, 349, 725, NA, 257, NA, 212, 250, 262, 511, NA, 358, 352, 421, 414, 769, 323, 314, 617, 421, 415, 316, 346, 429, 591, 297, 310, 298, 162, NA, NA, 409, 270, 376, 447, 346, 667, 316, 359, 196, 293, 210, 396, 294, NA, 267, 340, 335, 255, 310, 487, 421, 317, 426, 316, NA, 322, 350, 359, 273, 351, 371, 365, 260, 177, 340, 415, 235, 303, NA, 318, 421, 303, 382, 728, NA, 421, 455, NA, 424, 300, 241, NA, 283, 403, NA, 310, NA, NA, 441, 421, 373, 338, 365, 368, 272, 298, NA, NA, 347, NA, 350, 421, 421, 371, 308, 316, 437, 272, 218, 210, 459, 410, 233, 210, 421, 383, NA, NA, 285, 210, 316, 180, 348, 389, 317, 419, 401, 244, 421, 210, 342, 210, 216, NA, NA, 261, 375, 262, 376, 260, 421, 262, NA, 298, 269, 312, 395, 300, 297, 131, 180, 309, NA, 210, 585, 421, 156, 526, 561, 159, 287, 421, 332, 415, 357, 421, 386, 283, 183, 433, 293, NA, 219, 421, 421, 316, 449, 421, 359, NA, 925, NA, NA, 209, 304, 185, 374, 300, 843, 423, 353, 351, 421, 253, 546, 380, 314, 380, 341, 421, 142, 287, NA, 421, 308, 456, 210, 404, 461, 483, 421, NA, 420, NA, NA, 351, NA, NA, 631, 316, 359, 366, 421, 880, 488, 307, 356, 421, 423, 421, 421, 385, 569, 310, 351, NA, 231, 299, 387, NA, 260, 378, 420, 365, 385, 296, 335, 388, 265, 336, 259, 316, 370, 300, 307, 450, 421, 535, 410, 308, 426, 137, NA, 318, 235, NA
#> $ earn_count_wne_hi_1yr <dbl> 45, 87, NA, 57, 119, 177, 32, 12, 94, 15, 129, 22, 19, 608, 208, 161, 49, 91, 37, NA, 25, 58, 151, 32, 117, 73, 12, NA, 53, 52, 128, 18, 22, 44, 91, 86, 92, 85, 24, 37, 173, 76, 290, 733, 18, 78, 75, 52, 17, NA, 63, 15, 22, 260, 36, 58, 303, 38, NA, 25, 369, 68, 416, 81, 105, 55, 80, 71, 104, 172, 47, 501, 70, 28, 287, 68, 144, 62, 265, NA, 333, 83, 65, 23, 217, NA, 132, 17, 262, 62, 18, 78, 20, 111, 80, 76, 16, 307, 48, 76, 208, 75, 326, 48, 299, 277, 655, 41, 799, 14, 192, 211, 109, 824, 46, 157, 895, 287, 90, 46, 33, 90, 56, 47, 121, 94, 30, 197, 322, 16, 34, 104, 157, 52, 28, 135, 21, 78, 41, 118, 59, 17, 35, 115, 23, 84, 357, 50, 51, 25, 107, 403, 30, 13, 56, 138, 103, 82, 46, 71, 218, 118, 11, 86, 168, 26, 156, 89, 50, 43, 49, 56, 48, 133, 25, 19, 23, 62, 34, 38, 13, 631, 106, 27, 141, 70, 200, 52, 123, 69, 344, 25, 43, 138, 100, 47, 32, 59, 31, 72, 40, 24, 65, NA, NA, 52, 42, 67, 39, 34, 14, 108, 20, 21, 59, 46, 58, 41, 28, 21, 26, 50, 109, 12, 79, 24, 71, 125, 1575, 409, 48, 71, 39, 45, NA, 115, 33, 48, 201, 371, 91, 16, 40, 69, 28, 35, 139, 330, 89, 78, 24, 81, 47, 50, 89, 58, 56, NA, 22, 301, 374, 37, 48, 47, 56, 57, 648, 230, 63, 44, 92, 22, 39, NA, 151, 108, 78, 79, 188, 113, 56, 275, 21, 45, 156, 351, 41, 30, 17, 19, 240, 13, 23, 52, 15, 19, 71, 48, 30, 40, 43, 24, 25, 69, 74, 93, 51, 91, 130, 89, 37, 50, 273, 1521, 138, 41, 349, 63, 117, 80, 17, 24, 69, 109, 26, 16, 1841, 64, 15, 22, 80, 200, 24, 36, 58, 20, 29, 101, 122, 65, 38, 46, 410, 15, 30, 49, 57, 70, 70, 66, 155, 39, 18, 18, 103, 36, 100, 93, 108, 723, 474, 136, 66, 44, 17, 14, 274, 54, 26, 35, 81, 102, 32, 61, 225, 41, 34, NA, 43, 980, 22, 42, 28, 12, 88, 44, 87, 60, 65, 100, 93, 85, 102, 183, 60, 13, 32, 112, 55, 71, 163, 11, NA, 31, 58, 62, 117, 24, 20, 58, 39, 36, 19, 678, 93, 49, 28, 171, 39, 17, 100, 88, 340, 46, 52, 57, 22, 38, 25, 77, 158, 106, 36, 75, 127, 127, 222, 63, 84, 61, 62, 91, 33, 77, 46, 31, 24, 50, 267, 362, 17, 47, 49, 19, 77, 119, 113, 59, 77, 163, 48, 35, 67, 24, 82, 37, 30, 27, 21, 83, 29, 35, 149, 18, 84, 48, 28, 105, 81, 20, 14, 94, 58, 16, 40, 37, 25, 208, 44, 57, 51, 61, 36, 58, 75, 40, 24, NA, 21, 37, 405, 313, 153, 43, 30, 101, 61, 111, 28, 254, 221, 87, 55, 29, 69, 25, 18, 310, 82, 72, 71, 42, 101, 16, 37, 117, NA, 186, 72, 64, 39, 96, 23, 17, 24, 54, 39, 148, 60, 124, 35, 20, 118, 103, 116, 154, 33, 45, 72, 48, 71, NA, 28, 157, 66, 130, 139, 171, 45, 463, 68, 85, 215, 157, 255, 361, 25, 61, 41, 29, 18, 102, 122, 79, 229, 120, 53, 103, 17, 117, NA, 19, 112, 122, 92, 289, 175, 649, 323, 107, 378, 140, 122, 99, 251, 491, 39, NA, 259, 25, 172, NA, 311, 37, 120, 109, 107, 12, 247, 49, NA, 175, 16, 42, 1725, 20, 29, 37, 41, 23, 97, 112, 172, 125, 34, 192, 20, 43, 37, 151, 228, 475, 31, 29, 16, 29, 28, 187, 23, 81, 28, 144, 36, 130, 69, 68, 79, 269, 83, 38, 23, 154, 50, 174, 163, 78, 196, 59, 36, 97, 2462, 37, 50, 47, 29
#> $ earn_mdn_hi_1yr <dbl> 40737, 67202, NA, 68499, 81031, 107636, 45529, 53358, 66686, 65053, 60240, 58673, 82882, 98670, 97211, 63377, 67101, 127000, 59986, NA, 57318, 54948, 71255, 55286, 62756, 63005, 79450, NA, 68499, 66573, 73378, 82440, 61814, 63749, 84161, 76460, 78719, 74063, 101406, 95739, 74576, 108244, 103705, 150453, 55338, 109763, 78134, 63005, 71575, NA, 114223, 122038, 55512, 75573, 62260, 71435, 65310, 77401, NA, 67420, 99335, 64493, 74641, 79284, 92410, 76460, 98403, 98213, 133919, 109763, 74200, 128506, 69897, 37208, 89790, 67660, 81391, 59124, 94851, NA, 71575, 65984, 54109, 74576, 115897, NA, 91211, 52524, 69218, 76930, 60320, 63997, 69338, 92885, 58866, 89130, 48823, 112701, 63600, 54531, 45665, 50606, 75957, 53608, 67660, 76325, 69119, 61814, 89535, 81812, 41193, 76041, 69967, 56329, 58221, 66062, 56796, 69032, 50606, 65131, 51106, 60485, 55964, 40402, 58173, 52107, 54035, 130046, 127602, 57318, 64990, 73635, 105167, 41937, 53108, 60920, 64493, 75623, 64990, 76773, 62579, 90412, 71486, 67273, 72796, 58221, 101406, 53984, 73041, 76460, 81807, 72685, 70176, 91744, 61218, 84653, 60452, 68219, 71351, 62012, 93555, 160423, 63005, 53244, 54442, 74200, 60275, 52789, 74307, 62012, 57318, 70176, 66325, 69338, 48198, 97071, 54435, 74576, 61516, 69338, 43798, 66941, 63855, 68666, 64865, 79473, 97959, 71575, 82440, 72719, 69146, 63005, 55286, 58221, 82238, 67660, 66045, 54192, 46478, 65131, 55713, 69338, 71015, NA, NA, 50856, 47260, 52420, 60878, 60839, 53358, 60399, 54635, 78343, 50856, 44942, 52107, 104749, 55036, 74576, 60771, 50231, 79473, 70456, 73769, 69338, 105083, 93646, 74230, 108154, 56234, 65089, 55964, 41789, NA, 64940, 55108, 102409, 115060, 111713, 73949, 63005, 63005, 70112, 77401, 75921, 83270, 109492, 77401, 62632, 79450, 76083, 47260, 63005, 72902, 72605, 122038, NA, 52107, 66631, 62674, 64990, 61888, 109095, 65486, 91078, 140364, 100951, 97071, 71854, 90146, 55338, 57995, NA, 80004, 77297, 74576, 82882, 78971, 74262, 57318, 115006, 67362, 81333, 75352, 107198, 77715, 53629, 52107, 38289, 47025, 41007, 46478, 70009, 31670, 63005, 79598, 49136, 52941, 53472, 53608, 55964, 49621, 54585, 57318, 54739, 48901, 61888, 68666, 81491, 55964, 71392, 112939, 65476, 54621, 61516, 75405, 74576, 80082, 83768, 44170, 71575, 93816, 79884, 58673, 62012, 68321, 60771, 69338, 70456, 87309, 76729, 70009, 60298, 77087, 64196, 59124, 67660, 89613, 84653, 100690, 90264, 112363, 57318, 114225, 56931, 82440, 68666, 71854, 54296, 64196, 52941, 69338, 55964, 68047, 34420, 62756, 68422, 52492, 166356, 155273, 101494, 54534, 55211, 51273, 67660, 108092, 105863, 47260, 61020, 56276, 61651, 71015, 84653, 61859, 66449, 56641, NA, 54109, 150006, 63005, 59648, 109763, 57318, 66049, 55078, 54470, 54769, 66293, 58402, 63898, 71575, 68499, 76208, 60185, 52107, 56776, 59288, 72325, 75706, 93768, 48041, NA, 57318, 54109, 56931, 63275, 76460, 50856, 56234, 50856, 53775, 53358, 135907, 82440, 66728, 53775, 86997, 61814, 52107, 61859, 87309, 81491, 89968, 68079, 61516, 41349, 73949, 63005, 73231, 73500, 89841, 81997, 80234, 81836, 79284, 67918, 64150, 65238, 64493, 75518, 60623, 48823, 56641, 99960, 43426, 59350, 61303, 98720, 89083, 52107, 70596, 72762, 63005, 68079, 68708, 83848, 80166, 57860, 55456, 57770, 69338, 72274, 81333, 106421, 61177, 54035, 57995, 61516, 76460, 55964, 63005, 82808, 57318, 91539, 67995, 58221, 82756, 66287, 55964, 54713, 55964, 63997, 63005, 65332, 63749, 94408, 65238, 53045, 62579, 48432, 62012, 84653, 61020, 82756, 79284, 120549, NA, 47846, 59045, 95618, 179111, 57149, 61516, 50606, 91502, 55964, 67660, 54869, 110109, 108265, 75204, 87815, 59485, 55693, 66821, 78971, 51690, 65734, 82440, 61681, 58943, 63749, 51273, 57318, 72983, NA, 102902, 49883, 57017, 61064, 77144, 50856, 54713, 52941, 75330, 57995, 58402, 52107, 49527, 44021, 52107, 75282, 64493, 76460, 102743, 57318, 53984, 63997, 60523, 72860, NA, 55286, 100087, 69897, 68858, 62546, 73486, 48041, 75097, 71575, 82756, 66772, 70680, 99069, 62528, 53358, 46254, 58673, 61020, 60433, 86036, 58221, 64493, 128149, 74200, 65486, 73852, 72482, 111769, NA, 56415, 68548, 64150, 59576, 105083, 73164, 137496, 95317, 63005, 73787, 108532, 75204, 59350, 84653, 67524, 63005, NA, 121825, 64493, 83704, NA, 100554, 81491, 83915, 79284, 79150, 58673, 69165, 56234, NA, 102902, 67660, 105465, 60729, 69338, 74200, 87604, 63005, 62260, 121046, 93467, 173400, 81886, 46478, 85243, 57318, 64990, 57318, 91211, 98551, 135440, 62012, 63997, 35416, 62409, 61218, 69338, 66915, 73399, 73949, 65524, 63005, 100738, 57318, 84653, 83388, 64295, 79541, 77715, 73949, 35351, 32806, 37208, 96288, 54509, 71575, 72274, 51607, 77297, 71819, 71015, 83388, 63997, 65657
#> $ earn_count_wne_hi_2yr <dbl> 37, 74, NA, NA, 95, 131, 11, NA, 72, 12, 109, 16, 13, 552, 148, 172, 34, 54, 31, NA, 13, 50, 73, 27, 121, 32, NA, NA, 52, 62, 91, 19, 25, 33, 85, 72, 53, 58, 21, 36, 182, 108, 159, 654, 14, 70, 82, 37, NA, 14, 50, NA, NA, 272, 21, 35, 222, 48, NA, 13, 376, 24, 258, 37, 116, 49, 90, 35, 105, 134, 46, 638, 95, 12, 266, 69, 165, 43, 161, 32, 278, 80, 28, 22, 174, NA, 105, NA, 164, 41, 16, 52, NA, 35, 37, 73, 13, 370, 46, 99, 136, NA, 166, 36, 216, 247, 681, 34, 717, NA, 217, 185, 94, 590, 76, 128, 717, 223, 67, 54, 29, 30, 59, 34, 46, 66, 23, 170, 293, 16, NA, 87, 130, 51, 23, 83, 27, 81, 22, 100, 37, 14, 21, 78, 18, 76, 316, 34, 46, 29, 88, 150, 28, NA, 150, 94, 80, 66, 35, 90, 192, 116, NA, 55, 88, 23, 136, 79, 30, 43, 64, 43, 29, 131, 15, NA, NA, 42, 19, 20, NA, 504, 88, 22, 86, 42, 193, 40, 104, 30, 358, 15, 39, 82, 45, 44, 14, 38, 21, 41, 33, 13, 34, NA, NA, 18, 16, 48, 33, 16, 15, 120, 25, 19, 42, 52, 53, 53, 13, NA, 16, 55, 31, NA, 43, 21, 61, 133, 1384, 287, 47, 67, 26, 30, 23, 93, 34, 51, 189, 313, 52, 16, NA, 62, 31, 35, 68, 218, 69, 54, 14, 82, 17, 21, 71, 43, 43, 21, 16, 251, 246, 37, 30, 33, 59, 45, 626, 128, 54, 19, 70, 18, 27, NA, 134, 109, 58, 64, 142, 95, 52, 89, NA, 32, 144, 297, 31, 30, NA, NA, 220, 16, 21, NA, 14, 18, 47, 24, 17, 34, 42, 16, 31, 40, 44, 73, 41, 19, 104, 89, 19, 59, 122, 1114, 99, 47, 205, 54, 124, 79, 15, 12, 71, 93, 15, 17, 1017, 38, 15, 18, 104, 173, NA, 21, 36, 25, 20, 94, 53, 56, 29, 35, 201, NA, 28, 35, 56, 42, 46, 59, 108, NA, NA, 12, 62, 22, 73, 66, 76, 665, 466, 117, 19, 43, 13, NA, 249, 46, 22, 22, 63, 104, 19, 52, 143, 26, 35, NA, 51, 942, 17, 26, 24, NA, 50, 35, 72, 22, 49, 84, 81, 38, 73, 99, 47, 16, 23, 46, 37, 46, 45, NA, NA, 28, 43, 63, 110, 30, 19, 39, 19, 40, 14, 315, 70, 44, 20, 74, 23, 11, 54, 37, 289, 33, 58, 29, 13, 18, 21, 46, 115, 96, 56, 48, 116, 60, 250, 53, 52, 40, 60, 67, 35, 82, 31, 33, NA, 35, 224, 305, NA, 37, 26, 14, 58, 56, 78, 45, 23, 75, 48, 27, 27, 37, 57, 16, 13, 19, NA, 94, NA, 30, 99, NA, 82, 38, 19, 100, 72, NA, NA, 57, 21, 25, 45, 37, 25, 129, 21, 51, 17, 33, 38, 50, 43, 40, 17, NA, 14, 19, 376, 270, 176, 35, NA, 113, 46, 81, 28, 167, 89, 59, 37, 16, 59, 11, 13, 220, 63, NA, 75, 37, 74, 21, 13, 99, NA, 154, 46, 59, 28, 58, 14, 15, 19, 61, 25, 103, 23, 31, 18, 12, 118, 64, 84, 159, 18, 36, 46, 48, 50, NA, NA, 106, 43, 25, 129, 186, 31, 355, 35, 78, 38, 151, 265, 314, 21, 66, 29, 18, 15, 84, 82, 53, 194, 103, 21, 94, NA, 113, NA, 14, 87, 118, 130, 272, 165, 591, 210, 78, 185, 125, 90, 89, 170, 446, 37, NA, 199, 22, 100, NA, 113, 38, 112, 45, 111, NA, 201, 26, NA, 138, 32, 39, 1359, NA, 28, 27, 20, 16, 68, 116, 310, 91, 21, 178, 21, 23, 33, 140, 149, 476, 34, 16, NA, 19, 37, 193, 20, 81, 15, 143, 11, 128, 48, 63, 43, 226, 49, 32, 17, 158, 51, 137, 88, 51, 156, 46, 21, 93, 1704, 39, 35, 14, 23
#> $ earn_mdn_hi_2yr <dbl> 43798, 70176, NA, NA, 80004, 114892, 50856, NA, 66461, 52107, 58549, 58221, 81333, 98650, 92743, 65042, 54739, 106421, 57318, NA, 48432, 67101, 74105, 58402, 59425, 73075, NA, NA, 71015, 73949, 72214, 85357, 50856, 69338, 90049, 80779, 79838, 67660, 106421, 88907, 73739, 116258, 90983, 143744, 60320, 101406, 80459, 62012, NA, 63005, 88861, NA, NA, 69657, 47260, 67660, 65238, 78074, NA, 76460, 92733, 69338, 79037, 68499, 89672, 80124, 96866, 87973, 128588, 108331, 83768, 131090, 63997, 47260, 89184, 71015, 80503, 66541, 80301, 54661, 66897, 57318, 60161, 87604, 106249, NA, 90348, NA, 70044, 73949, 52941, 64706, NA, 86424, 54697, 99458, 41193, 114046, 61303, 51482, 46790, NA, 75047, 52107, 59688, 75787, 67685, 61020, 88546, NA, 39653, 83022, 65557, 58605, 60689, 62806, 56918, 66566, 53358, 62260, 45696, 59253, 49854, 38289, 60173, 53894, 51106, 134287, 127034, 52941, NA, 65486, 111283, 41342, 55964, 62343, 56415, 78719, 49683, 74786, 61516, 84653, 64493, 65238, 84653, 59576, 100096, 54386, 84653, 73635, 80189, 71661, 72884, NA, 60071, 87470, 59942, 63600, 62260, 58303, 91587, 189565, NA, 48432, 57770, 68778, 61350, 55840, 69338, 71957, 54809, 56931, 63166, 65238, 52107, NA, NA, 62260, 61020, 63005, NA, 66326, 64706, 63005, 57589, 70680, 96991, 68666, 78657, 63005, 67473, 67660, 55286, 57995, 73299, 57318, 56641, 61218, 48432, 69338, 60523, 71015, 57318, NA, NA, 49787, 48432, 61144, 36560, 84653, 61814, 63692, 56641, 67101, 51106, 49344, 46869, 87973, 58673, NA, 58673, 49883, 75204, NA, 78719, 74576, 106421, 92188, 72006, 106102, 51750, 68331, 53537, 52107, 52107, 64572, 63005, 89968, 115060, 106688, 72214, 61177, NA, 64328, 82882, 75518, 71854, 99741, 74200, 61516, 78971, 71778, 46478, 68666, 83388, 71015, 119061, 53775, 69338, 65180, 63318, 81111, 66077, 103746, 64493, 89968, 140166, 98481, 90856, 73635, 89412, 57318, 60771, NA, 90079, 73801, 72602, 80858, 75795, 65238, 65131, 112319, NA, 75204, 72469, 101300, 66915, 55964, NA, NA, 46673, 55964, 46087, NA, 33993, 59722, 88527, 53358, 50465, 59969, 55286, 56563, 47650, 54035, 52107, 53358, 51197, 52265, 70176, 88904, 70456, 58402, 112270, 64473, 50856, 58673, 71495, 73949, 87068, 91017, 55512, 50558, 90856, 82440, 64990, 66171, 69218, 60771, 59417, 55286, 79755, 74953, NA, 73446, 65486, 63749, 73635, 62211, 88971, 85918, 97604, 79473, 109327, NA, 125611, 57318, 71015, 65238, 62409, 54192, 59688, NA, NA, 49644, 70296, 33993, 65387, 71575, 54622, 170426, 145332, 101518, 52107, 56157, 47260, NA, 113850, 108092, 70456, 58673, 56776, 60623, 81498, 88506, 64196, 68499, 52941, NA, 59788, 145543, 96539, 61516, 90637, NA, 67101, 59124, 54401, 58673, 81997, 54686, 63430, 74576, 68443, 68499, 50563, 46478, 51607, 56716, 69897, 76460, 77966, NA, NA, 58557, 49084, 54810, 64493, 71854, 67660, 54748, 48849, 49214, 55964, 127836, 84653, 64121, 44384, 74200, 65486, 49683, 57318, 86867, 76836, 84653, 55286, 60230, 57318, 76460, 58673, 81111, 73035, 86129, 79688, 83177, 85860, 79284, 65610, 63005, 61814, 58402, 73635, 52733, 55964, 61814, 98403, 61516, NA, 62260, 108577, 90283, NA, 71575, 72899, 60161, 65089, 69338, 84284, 64706, 66077, 58092, 67324, 67660, 69338, 76083, 95473, 46087, 63328, 69338, NA, 75518, NA, 63997, 86621, NA, 86867, 72510, 44971, 79284, 60878, NA, NA, 48139, 60623, 58221, 72796, 66104, 82440, 65486, 58402, 54154, 45383, 58402, 86867, 59726, 84100, 73425, 96183, NA, 67164, 61516, 94864, 175674, 57735, 58221, NA, 82440, 51169, 65066, 59124, 102409, 109095, 67660, 91211, 59169, 52733, 64990, 57318, 50677, 65198, NA, 61888, 61020, 59425, 42682, 48432, 74262, NA, 95102, 48198, 54724, 60771, 68778, 46087, 116083, 50465, 76460, 69338, 63005, 43798, 53810, 39369, 33987, 73446, 67101, 76041, 99251, 43240, 54463, 62579, 68219, 70456, NA, NA, 96457, 65131, 57318, 67324, 77966, 62012, 68688, 80022, 78343, 64990, 67324, 92563, 59253, 60771, 45696, 67660, 64990, 59124, 77401, 55625, 54109, 127993, 65486, 63005, 68858, NA, 120363, NA, 52941, 68965, 60013, 57526, 115761, 76460, 131707, 94674, 52420, 68858, 97663, 74786, 52941, 75706, 65131, 53984, NA, 119642, 52107, 71015, NA, 98213, 76878, 80521, 73635, 79912, NA, 68499, 45500, NA, 105585, 63749, 91744, 57714, NA, 78896, 74157, 58673, 76460, 113246, 93467, 155263, 74200, 53358, 82685, 77715, 61064, 58221, 86424, 100915, 127652, 63005, 57995, NA, 63005, 63005, 66461, 65797, 72462, 94408, 60689, 88198, 98506, 61218, 85206, 80292, 65267, 77087, 73949, 63997, 32678, 33993, 37208, 88342, 43519, 78029, 74576, 56415, 79389, 70169, 66821, 64990, 53358, 66821
#> $ tuit_grad_res <dbl> 8130, 7588, 11700, 9834, 10470, 9072, 9540, 9936, 5598, 18530, 7146, 8436, 11700, 10810, 11372, 8956, 7680, 7379, 4626, 4932, 4594, 15678, 13152, 5022, 16224, 11430, 17500, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 11220, 11220, 11220, 11220, 11220, 26896, 8150, 16722, 14940, 17550, 17532, 6738, 13320, 12888, 10452, 11232, 15696, 16713, 44068, 31300, 10980, 20100, 6738, 25470, 6738, 23310, 6738, 27594, 36657, 6738, 41592, 34680, 4410, 6714, 9983, 10836, 12567, 9628, 45288, 11250, 20720, 14940, 6496, 13726, 16632, 12060, 15660, 17730, 20745, 12822, 6497, 6497, 30960, 8190, 28422, 17100, 28800, 13410, 17820, 13050, 6916, 16296, 8019, 5467, 22338, 8912, 16725, 10770, 13320, 21964, 34200, 8570, 18373, 10755, 18996, 9630, 8350, 14076, 16768, 12269, 10584, 7088, 3402, 11736, 5512, 5706, 39800, 13452, 3330, 5187, 6636, 8492, 8910, 4374, 3996, 18600, 15288, 17190, 6232, 6789, 6460, 8851, 10800, 15300, 14328, 18960, 6936, 29730, 7368, 13263, 17168, 7466, 29784, 14310, 18594, 9662, 10962, 15372, 12906, 11858, 50424, 6408, 14845, 24750, 12780, 18996, 17993, 13302, 15100, 10524, 6312, 7767, 11663, 6750, 11460, 7872, 35492, 8497, 7128, 6648, 13000, 16403, 11070, 11700, 8474, 8856, 6996, 16020, 17964, 9990, 5922, 3398, 10068, 9480, 9306, 9670, 12000, 6218, 10764, 10085, 8250, 5173, 10950, 11904, 5670, 6552, 11400, 9132, 6593, 5703, 7234, 5686, 6490, 6540, 5336, 5511, 49030, 7524, 8460, 6840, 24468, 13140, 7182, 7092, 8100, 50410, 15840, 8244, 11718, 7074, 12167, 6858, 14106, 10530, 11610, 22420, 33800, 27216, 49176, 48507, 1675, 13736, 42800, 14793, 3186, 14304, 13524, 16863, 22633, 2520, 20556, 29640, 14994, 32333, 24120, 25344, 2700, 25128, 12232, 12942, 27666, 15120, 13712, 12720, 19116, 21466, 16764, 11300, 9959, 16338, 12869, 10710, 6927, 14746, 13312, 12778, 9630, 8550, 8532, 7185, 16240, 8820, 7373, 8100, 24386, 14076, 6885, 6720, 5269, 10080, 6298, 7141, 7644, 6858, 10206, 7780, 7549, 8400, 7575, 6683, 8496, 7200, 12654, 15672, 9405, 4551, 8025, 15030, 19350, 6307, 4644, 48950, 12690, 8400, 4135, 9810, 3600, 4649, 7134, 14038, 3600, 4968, 4752, 16000, 13560, 18810, 9108, 9810, 16720, 15660, 21564, 18000, 15102, 12960, 10196, 13156, 24156, 10464, 19008, 14545, 22239, 16536, 19476, 33328, 10686, 12024, 10998, 3934, 4418, 7780, 4088, 14376, 3026, 37623, 32517, 14310, 29286, 26460, 43552, 29500, 10130, 10130, 10130, 16380, 15624, 32160, 22320, 19116, 27087, 13536, 28272, 17505, 14040, 15156, 19170, 13500, 13230, 42610, 39936, 21870, 10350, 28680, 13482, 41804, 12240, 13194, 14382, 16182, 15930, 15888, 10870, 10870, 10870, 10870, 10870, 10870, 10870, 10870, 10870, 34632, 16200, 17483, 19800, 4744, 11326, 4656, 12654, 3371, 7722, 9900, 13770, 4545, 9643, 4252, 5117, 4647, 8088, 4448, 3639, 11520, 11194, 37520, 9450, 4348, 12100, 6865, 7185, 5570, 7731, 5713, 12697, 7632, 11250, 42576, 12790, 9565, 16020, 14400, 16008, 11090, 11349, 10200, 10260, 12890, 8964, 10825, 10620, 11560, 9510, 12600, 13166, 18636, 18936, 11970, 13474, 10908, 8492, 9270, 20772, 6043, 3899, 5033, 13734, 4886, 4464, 5316, 22230, 10762, 15504, 15000, 12150, 14391, 30421, 13248, 17496, 14292, 19560, 13140, 11592, 11520, 11592, 16261, 16254, 11592, 7824, 32184, 22212, 16200, 17370, 11934, 11772, 13248, 11592, 23020, 43320, 25560, 10106, 9300, 12060, 19964, 32286, 15858, 12240, 25000, 11352, 12672, 11592, 11592, 15786, 17917, 15840, 11592, 24800, 22368, 13260, 26832, 11826, 8880, 11796, 9180, 7542, 3750, 15075, 70, 8826, 7650, 12398, 13320, 14312, 6840, 7516, 8300, 20160, 8580, 22600, 5700, 18576, 7992, 9024, 11376, 18956, 8820, 7974, 8100, 11044, 8502, 8380, 9200, 6426, 6870, 19890, 3783, 28494, 12240, 3568, 15408, 30200, 3619, 3630, 16481, 7074, 6602, 5798, 7956, 15930, 6048, 3350, 20115, 14940, 3849, 5450, 15390, 4362, 35712, 25092, 20934, 5139, 15570, 40896, 10350, 4896, 6167, 3672, 3228, 5784, 7141, 11300, 12418, 4497, 4896, 26640, 5186, 1600, 5400, 4522, 10620, 4402, 6680, 7280, 5323, 7192, 6473, 7677, 13412, 14436, 17073, 15096, 9000, 12726, 13715, 10628, 10776, 9648, 8051, 8820, 6588, 16920, 8736, 20304, 12467, 10976, 15026, 13914, 10953, 16457, 18202, 25381, 13800, 19353, 11224, 15207, 9582, 11952, 5770, 9000, 10176, 12015, 10539, 10170, 16164, 10305, 4860, 19350, 7936, 7640, 7640, 10387, 7640, 7640, 4338, 2652, 2652, 2652, 9208, 10692, 11160, 6738, 11880, 6738, 6500, 6974, 6738, 9000, 5144
#> $ fee_grad_res <dbl> 1236, 0, 1390, 508, 0, 1624, 840, 640, 1226, 610, 802, 1385, 410, 696, 1011, 451, 1604, 971, 1292, 1026, 1287, 500, 0, 918, 220, 710, 150, 3603, 1385, 1256, 1138, 1595, 1568, 951, 841, 1088, 1092, 988, 911, 1115, 1428, 2017, 1844, 1463, 2118, 1865, 370, 0, 300, 40, 85, 500, 1737, 180, 930, 135, 0, 80, 619, 380, 120, 0, 172, 1612, 354, 1012, 50, 1946, 0, 0, 1916, 713, 400, 2488, 1738, 0, 1774, 840, 2088, 303, 0, 184, 2510, 4460, 2270, 80, 510, 200, 720, 0, 828, 4722, 4801, 792, 50, 690, 526, 45, 0, 0, 100, 1956, 1294, 1857, 1190, 250, 2185, 200, 1967, 0, 1200, 1016, 1797, 802, 400, 0, 0, 2078, 0, 0, 450, 80, 1974, 1602, 400, 1454, 1850, 3180, 2200, 1376, 2022, 2092, 2270, 0, 2116, 1962, 0, 880, 130, 2208, 1713, 2070, 120, 0, 260, 360, 330, 2769, 250, 1900, 3080, 720, 1504, 500, 100, 848, 0, 390, 0, 0, 1981, 440, 1389, 100, 0, 100, 313, 327, 375, 450, 4059, 1642, 3558, 0, 200, 960, 0, 588, 500, 200, 595, 0, 930, 428, 0, 1075, 1501, 0, 280, 0, 240, 1884, 657, 0, 958, 406, 862, 0, 1514, 0, 0, 110, 905, 0, 300, 300, 150, 0, 2755, 2483, 1872, 1064, 2166, 2172, 1829, 3996, 3939, 1980, 1142, 0, 830, 682, 1508, 1924, 2448, 210, 1800, 60, 270, 1538, 1404, 0, 1512, 60, 0, 40, 0, 580, 90, 710, 88, 8563, 0, 30, 0, 2556, 375, 2089, 355, 280, 4671, 162, 195, 405, 52, 0, 60, 2664, 690, 0, 790, 0, 1235, 0, 766, 150, 328, 0, 722, 432, 0, 350, 310, 290, 1757, 923, 0, 0, 0, 0, 669, 1495, 0, 883, 0, 214, 360, 777, 684, 1277, 0, 120, 120, 100, 20, 600, 0, 110, 300, 1095, 701, 126, 396, 324, 660, 0, 2342, 0, 490, 546, 1101, 910, 330, 0, 100, 1758, 525, 1203, 1441, 1676, 0, 1131, 532, 535, 1175, 175, 0, 630, 50, 400, 198, 870, 910, 968, 2718, 1944, 3316, 700, 1676, 2806, 3131, 450, 2097, 60, 1186, 3214, 0, 1386, 2083, 1598, 1526, 853, 0, 1624, 1335, 970, 724, 650, 790, 2002, 85, 308, 432, 430, 470, 860, 491, 970, 490, 111, 290, 1904, 540, 0, 620, 950, 160, 0, 276, 2432, 100, 350, 1000, 300, 274, 50, 0, 814, 351, 180, 340, 1824, 2051, 2477, 1696, 711, 1284, 1063, 515, 480, 1242, 1000, 550, 200, 2977, 549, 2632, 0, 2162, 50, 0, 105, 2902, 1963, 3026, 2636, 2477, 2484, 2595, 2285, 0, 536, 490, 0, 2844, 720, 1375, 1458, 962, 1405, 0, 0, 1765, 0, 34, 1678, 114, 50, 685, 0, 0, 918, 420, 0, 638, 0, 500, 450, 865, 0, 0, 1555, 176, 300, 100, 0, 12, 410, 1905, 2668, 751, 673, 2702, 2070, 3283, 306, 1110, 490, 1434, 0, 180, 1651, 1852, 213, 1317, 0, 1710, 0, 263, 2573, 90, 3916, 130, 468, 5096, 138, 840, 0, 230, 550, 0, 450, 274, 2923, 570, 1030, 0, 1314, 1415, 0, 948, 3318, 990, 0, 550, 50, 600, 3384, 3771, 890, 100, 0, 2399, 300, 1728, 0, 0, 0, 0, 1566, 100, 700, 40, 0, 12914, 856, 0, 400, 120, 300, 0, 1042, 1473, 730, 200, 260, 0, 0, 1379, 0, 70, 30, 1643, 1260, 1776, 1790, 1394, 1040, 1171, 0, 20, 0, 2612, 3006, 350, 2732, 800, 0, 1440, 2146, 2485, 1360, 1166, 1192, 982, 1575, 1958, 2367, 0, 1450, 2029, 1733, 816, 2782, 540, 150, 324, 2184, 680, 5664, 960, 1531, 1801, 2437, 2141, 3120, 1678, 0, 0, 1126, 1480, 48, 1915, 5118, 2125, 2364, 1180, 1947, 0, 756, 954, 630, 1054, 912, 182, 0, 2176, 1916, 5258, 500, 60, 3096, 35, 1104, 379, 92, 3030, 180, 2744, 1190, 2065, 2167, 2654, 0, 841, 424, 200, 100, 0, 765, 1529, 1059, 921, 0, 1734, 0, 700, 0, 0, 120, 0, 0, 0, 0, 0, 1271, 1122, 1402, 1066, 1396, 1335, 900, 900, 900, 794, 300, 300, 1911, 500, 907, 290, 1987, 1075, 0, 1690
#> $ tuit_grad_nres <dbl> 16260, 17294, 11700, 21830, 26950, 27216, 9540, 20592, 11196, 18530, 14292, 17233, 11700, 23480, 31124, 17781, 17400, 18842, 9252, 9864, 9188, 15678, 13152, 7452, 16224, 11430, 17500, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 26322, 26322, 26322, 26322, 26322, 26896, 8150, 16722, 14940, 17550, 17532, 15666, 13320, 12888, 10452, 11232, 15696, 16713, 44068, 31300, 10980, 20100, 15666, 25470, 15666, 23310, 15666, 27594, 36657, 15666, 41592, 34680, 10332, 22374, 20153, 28656, 12567, 23604, 45288, 11250, 20720, 14940, 18102, 34762, 16632, 12060, 15660, 17730, 20745, 12822, 18102, 18102, 30960, 8190, 28422, 17100, 28800, 13410, 17820, 13050, 25759, 16296, 22108, 16695, 22338, 21393, 16725, 27335, 13320, 21964, 34200, 19585, 18373, 10755, 18996, 9630, 19048, 14076, 16768, 12269, 10584, 22166, 13590, 11736, 13507, 11952, 39800, 27872, 13248, 18486, 26518, 24090, 8910, 15750, 15498, 18600, 36768, 17190, 20682, 20870, 21268, 8851, 10800, 15300, 14328, 18960, 16656, 29730, 14736, 22217, 17168, 15038, 29784, 14310, 18594, 9662, 10962, 15372, 12906, 20426, 50424, 12816, 14845, 24750, 12780, 18996, 17993, 13302, 15100, 26310, 11156, 11651, 11663, 6750, 11460, 7872, 35492, 16691, 13986, 15661, 13000, 16403, 11070, 11700, 21786, 26460, 6996, 16020, 17964, 9990, 18414, 9676, 10068, 22176, 9306, 21828, 12000, 16302, 10764, 10085, 16786, 12704, 10950, 11904, 5670, 6552, 16320, 9132, 19478, 16778, 20673, 16617, 18590, 19017, 5336, 19239, 49030, 24498, 8460, 18468, 24468, 19062, 12384, 9108, 8100, 50410, 15840, 11862, 25272, 13860, 12167, 12060, 14106, 10530, 11610, 22420, 33800, 27216, 49176, 48507, 1675, 13736, 42800, 14793, 3186, 25853, 29644, 32913, 22633, 4140, 20556, 29640, 27068, 32333, 24120, 25344, 2700, 25128, 18216, 12942, 27666, 27840, 13712, 12720, 19116, 43346, 32940, 19998, 14922, 24648, 24517, 10710, 6927, 31939, 28195, 12778, 9630, 8550, 8532, 14370, 25120, 8820, 11201, 8100, 24386, 14076, 6885, 10120, 5269, 10080, 6298, 7141, 21912, 6858, 10206, 20900, 16419, 8400, 7575, 13366, 8496, 7200, 12654, 15672, 9405, 9103, 8025, 15030, 19350, 11767, 9324, 48950, 12690, 8400, 18742, 9810, 7200, 12987, 20412, 14038, 7200, 18878, 18662, 16000, 13560, 18810, 10494, 9810, 16720, 15660, 21564, 18000, 15102, 12960, 17966, 17831, 24156, 15837, 28092, 14545, 22239, 28128, 19476, 33328, 16449, 12024, 17856, 9880, 7552, 22643, 14254, 14376, 8730, 37623, 32517, 14310, 29286, 26460, 43552, 29500, 18720, 18720, 18720, 16380, 15624, 32160, 22320, 19116, 27087, 13536, 28272, 17505, 14040, 15156, 19170, 13500, 13230, 42610, 39936, 21870, 10350, 28680, 13482, 41804, 12240, 13194, 14382, 16182, 15930, 15888, 22210, 22210, 22210, 22210, 22210, 22210, 22210, 22210, 22210, 34632, 16200, 17483, 19800, 17913, 11326, 17547, 12654, 14219, 7722, 9900, 13770, 16950, 26854, 17423, 18566, 17347, 22610, 16667, 13896, 11520, 11194, 37520, 9450, 14755, 12100, 6865, 19184, 14873, 13237, 5713, 12697, 13284, 11250, 42576, 24532, 16297, 16020, 14400, 16008, 19362, 11349, 10200, 10260, 29604, 8964, 10825, 10620, 32008, 17502, 12600, 23502, 18636, 18936, 11970, 22890, 10908, 12992, 9270, 20772, 15010, 8813, 19801, 13734, 18989, 10674, 11652, 22230, 13354, 15504, 15000, 21799, 24759, 30421, 20736, 17496, 17892, 19560, 13140, 17400, 11520, 17400, 16261, 16254, 17400, 7824, 32184, 22212, 16200, 17370, 11934, 11772, 13248, 17400, 23020, 43320, 25560, 17636, 9300, 12060, 34266, 32286, 15858, 12240, 25000, 11352, 12672, 17400, 17400, 21636, 17917, 15840, 17400, 24800, 22368, 13260, 26832, 11826, 8880, 24206, 9180, 7542, 3750, 15075, 70, 18424, 7650, 27008, 24144, 27570, 6840, 14449, 22280, 20160, 8580, 22600, 5700, 18576, 22248, 9024, 11376, 18956, 17604, 22086, 24218, 29232, 14262, 20020, 23720, 6426, 6870, 19890, 11128, 28494, 12240, 10912, 15408, 30200, 11564, 10974, 16481, 15696, 13046, 13142, 17100, 15930, 13392, 10694, 20115, 14940, 5019, 12794, 15390, 12390, 35712, 25092, 20934, 12483, 15570, 40896, 10350, 12240, 14327, 11015, 10572, 15953, 15638, 21518, 24150, 12326, 12294, 26640, 20785, 8244, 12744, 11867, 10620, 5081, 6680, 22861, 18632, 17718, 22848, 16161, 13412, 14436, 17073, 38160, 24686, 12726, 13715, 29306, 10776, 26688, 8051, 8820, 15462, 16920, 25548, 20304, 25095, 22479, 25168, 13914, 25438, 16457, 18202, 25381, 13800, 19353, 24656, 27255, 19866, 11952, 14114, 23238, 10176, 12015, 10539, 10170, 16164, 10305, 4860, 19350, 7936, 16771, 16771, 23424, 16771, 16771, 12978, 2652, 2652, 2652, 28010, 10692, 11160, 15666, 11880, 15666, 6500, 28170, 15666, 9000, 17544
#> $ fee_grad_nres <dbl> 1236, 0, 1390, 508, 0, 1624, 840, 640, 1226, 610, 802, 1727, 410, 696, 1011, 513, 1604, 971, 1292, 1026, 1287, 500, 0, 918, 220, 710, 150, 3603, 1385, 1256, 1138, 1595, 1568, 951, 841, 1088, 1092, 988, 911, 1115, 1428, 2017, 1844, 1463, 2118, 1865, 370, 0, 300, 40, 85, 500, 1737, 180, 930, 135, 0, 80, 619, 380, 120, 0, 172, 1612, 354, 1012, 50, 1946, 0, 0, 1916, 713, 400, 2488, 1738, 0, 1774, 840, 2088, 303, 0, 184, 2510, 5654, 2270, 80, 510, 200, 720, 0, 828, 5917, 5996, 792, 50, 690, 526, 45, 0, 0, 100, 2898, 1294, 2561, 1751, 250, 2809, 200, 2795, 0, 1200, 1016, 2348, 802, 400, 0, 0, 2078, 0, 0, 450, 80, 2728, 1602, 400, 1454, 1850, 3180, 2200, 1376, 2022, 2092, 2270, 0, 2116, 1962, 0, 880, 130, 2208, 1713, 2070, 120, 0, 260, 360, 330, 2769, 250, 1900, 3080, 720, 1504, 500, 100, 848, 0, 390, 0, 0, 1981, 440, 1389, 100, 0, 100, 313, 327, 375, 450, 4059, 1782, 3558, 0, 200, 960, 0, 588, 500, 200, 595, 0, 930, 428, 0, 1075, 1501, 0, 280, 0, 240, 1884, 657, 0, 958, 406, 862, 0, 1514, 0, 0, 110, 905, 0, 300, 300, 150, 0, 19690, 2483, 1872, 1064, 2166, 2172, 1829, 13996, 3939, 1980, 1142, 0, 830, 682, 1508, 1924, 2448, 210, 1800, 60, 270, 1538, 1404, 0, 1512, 60, 0, 40, 0, 580, 90, 710, 88, 8563, 0, 30, 0, 2556, 375, 2089, 355, 280, 4671, 162, 195, 405, 52, 0, 60, 2664, 690, 0, 790, 0, 1235, 0, 766, 150, 328, 0, 722, 432, 0, 350, 310, 290, 1757, 923, 0, 0, 0, 0, 669, 1495, 0, 883, 0, 214, 360, 777, 684, 1277, 0, 120, 10473, 100, 20, 600, 0, 110, 300, 1095, 701, 126, 396, 324, 660, 0, 2342, 0, 490, 546, 1101, 910, 330, 0, 100, 1812, 525, 1203, 1441, 1676, 0, 1131, 532, 535, 1175, 175, 0, 630, 50, 400, 198, 870, 910, 968, 2718, 1944, 3316, 700, 1676, 2806, 3131, 450, 2097, 60, 1186, 3214, 0, 1386, 2083, 1598, 1526, 853, 0, 1624, 1335, 970, 724, 650, 790, 2002, 85, 308, 432, 430, 470, 860, 491, 970, 490, 111, 290, 1904, 540, 0, 620, 950, 160, 0, 276, 2432, 100, 350, 1000, 300, 274, 50, 0, 814, 351, 180, 340, 1824, 2051, 2477, 1696, 711, 1284, 1063, 515, 480, 1242, 1000, 550, 200, 2977, 549, 2632, 0, 2162, 50, 0, 105, 2902, 1963, 3026, 2636, 2477, 2484, 2595, 2285, 0, 536, 490, 0, 2844, 720, 1375, 1458, 962, 1405, 0, 0, 1765, 0, 34, 1678, 114, 50, 685, 0, 0, 918, 420, 0, 638, 0, 500, 450, 865, 0, 0, 1555, 176, 300, 100, 0, 12, 410, 1905, 2668, 751, 673, 2702, 2070, 3283, 306, 1110, 490, 1434, 0, 180, 1651, 1852, 213, 1317, 0, 1710, 0, 263, 2861, 90, 5119, 130, 468, 6875, 138, 840, 0, 230, 550, 0, 450, 274, 3825, 570, 1030, 0, 1452, 1415, 0, 948, 3318, 990, 0, 550, 50, 600, 3672, 4930, 890, 100, 0, 2615, 300, 1728, 0, 0, 0, 0, 1566, 100, 700, 40, 0, 32888, 856, 0, 400, 120, 300, 0, 1042, 1473, 730, 200, 260, 0, 0, 1379, 0, 70, 30, 1643, 1260, 1776, 2020, 1394, 1040, 1171, 0, 20, 0, 2612, 3006, 350, 3161, 800, 0, 1440, 2146, 2485, 1360, 1166, 1192, 982, 1575, 1958, 2796, 0, 1450, 2029, 1733, 816, 2782, 540, 150, 324, 2184, 680, 5664, 960, 1531, 1801, 2437, 2141, 3120, 1678, 0, 0, 1126, 1480, 48, 1915, 5666, 2125, 2364, 1180, 1947, 0, 756, 954, 630, 1054, 912, 182, 0, 2176, 1916, 5814, 500, 60, 3096, 35, 1608, 379, 92, 3030, 180, 3312, 1190, 2669, 2792, 3336, 0, 841, 424, 200, 100, 0, 765, 1529, 1059, 921, 0, 1946, 0, 700, 0, 0, 120, 0, 0, 0, 0, 0, 1271, 1122, 1402, 1066, 1396, 1335, 900, 900, 900, 794, 300, 300, 1911, 500, 907, 290, 3046, 1075, 0, 1690
#> $ books_supplies <dbl> 1600, 1200, 1500, 1688, 1200, 1200, 1800, 1020, 1500, 1000, 1129, 1400, 1220, 1103, 800, 1000, 1715, 1046, 1137, 1410, 1200, 1200, 800, 1600, 1792, 1790, 1791, 1848, 1898, 1500, 1791, 1650, 1792, 1764, 1792, 1898, 1500, 1898, 1898, 1600, 1792, 1601, 1766, 1636, 1716, 1541, 1500, 1700, 1790, 1854, 1920, 1792, 1660, 1791, 1791, 1900, 1592, 1844, 1791, 1791, 1500, 1790, 1775, 1818, 1800, 1900, 1600, 1899, 1791, 1107, 1790, 1200, 1800, 1800, 1800, 1800, 1800, 1000, 1200, 1200, 1800, 1000, 1500, 1300, 850, 1150, 972, 1000, 800, 1200, 1000, 1400, 1300, 800, 1800, 800, 1600, 1275, 1040, 1500, 800, 1152, 1400, 1138, 1320, 1200, 1590, 1244, 1210, 1320, 2000, 930, 1200, 1500, 1030, 1250, 1720, 1200, 850, 1200, 1600, 1500, 1200, 1298, 1300, 1222, 1270, 1224, 800, 1400, 1500, 1200, 1006, 1400, 1200, 1500, 1600, 952, 1200, 1200, 1000, 1214, 1200, 1000, 1200, 1200, 1104, 150, 1000, 900, 1400, 1510, 942, 1500, 1500, 1200, 1000, 1350, 1200, 1000, 1400, 1620, 2400, 1000, 1500, 1200, 1200, 1200, 800, 1200, 1100, 840, 900, 1200, 1200, 1000, 1000, 1250, 1140, 1170, 1204, 1380, 1200, 1200, 950, 995, 950, 1280, 1200, 1560, 1200, 1000, 1080, 1500, 1080, 986, 856, 1490, 1000, 2547, 1000, 1000, 1000, 792, 1100, 1200, 1200, 1000, 1160, 1500, 1220, 1220, 1220, 1220, 1220, 1240, 1220, 1200, 1000, 1200, 1200, 800, 1600, 2200, 1400, 1200, 1220, 1250, 0, 1200, 2500, 1300, 1300, 1200, 1000, 1000, 1100, 1260, 1250, 1000, 1000, 800, 1500, 800, 1150, 1000, 1200, 1000, 800, 1000, 1200, 1280, 1000, 1200, 1200, 1240, 1000, 1368, 1100, 1000, 904, 880, 1000, 1200, 1000, 1453, 1048, 1076, 1300, 1000, 764, 1350, 1000, 800, 1196, 948, 1200, 1186, 2000, 480, 1500, 1000, 600, 1200, 1300, 1000, 1000, 1200, 1200, 1556, 1200, 1000, 2300, 1200, 1400, 1100, 1200, 1200, 3300, 1040, 1000, 1200, 1000, 1000, 1200, 1200, 400, 1800, 1485, 1200, 502, 1100, 980, 1000, 1200, 1400, 1350, 1600, 1080, 1012, 1040, 1120, 1298, 1300, 1200, 1000, 1200, 1337, 1400, 2100, 1200, 1230, 1300, 1350, 1600, 1200, 1384, 1234, 1300, 2600, 1569, 1500, 1350, 1000, 1200, 1597, 1698, 1600, 950, 1100, 1080, 1298, 1200, 1466, 1020, 1300, 1000, 1416, 1000, 1400, 910, 1364, 1364, 1364, 1200, 1500, 1012, 1000, 1500, 1300, 1300, 2000, 1200, 1000, 1524, 1470, 1200, 1185, 1589, 1070, 1104, 1000, 800, 1100, 1050, 1200, 800, 1200, 1000, 1100, 615, 1200, 1000, 1196, 900, 1037, 1600, 800, 1528, 1500, 1440, 778, 1400, 822, 700, 1600, 1280, 900, 400, 1300, 1160, 1200, 1400, 1442, 1200, 956, 1500, 1082, 1104, 1505, 1500, 1200, 1400, 1400, 2151, 1222, 1100, 1000, 800, 1000, 912, 1582, 1010, 1550, 1200, 1500, 800, 1000, 1240, 1000, 1200, 1100, 1320, 1200, 1216, 1400, 1200, 1100, 1234, 1030, 2000, 1150, 1216, 1200, 1104, 1248, 1000, 1100, 900, 1200, 1600, 1260, 1260, 1500, 714, 1000, 1218, 1200, 1425, 950, 900, 1551, 1122, 1050, 2090, 864, 999, 1144, 1500, 1200, 1200, 1000, 1020, 1000, 1000, 1000, 1700, 1400, 1200, 1066, 900, 1200, 1080, 1100, 1000, 1100, 1000, 1597, 1000, 1488, 1840, 1280, 1200, 1500, 2000, 1300, 1200, 1200, 1550, 1000, 1100, 1500, 1200, 1300, 1500, 1200, 1300, 1500, 940, 1200, 1400, 2000, 1400, 1060, 1159, 1308, 2200, 1023, 1160, 1000, 950, 1200, 1550, 1400, 1600, 1000, 1400, 1500, 1090, 1420, 1200, 1400, 1415, 1540, 1400, 1598, 1400, 2300, 2300, 1471, 1250, 1250, 1200, 1444, 1274, 868, 1260, 1200, 1400, 1400, 1000, 1064, 1210, 1200, 1300, 1200, 1000, 1456, 1550, 1300, 1350, 1000, 1200, 1300, 800, 1050, 1094, 1000, 1300, 800, 1298, 1192, 820, 1200, 1344, 1054, 1206, 662, 1200, 1216, 1292, 1050, 1000, 1524, 1200, 1050, 1650, 1000, 812, 1600, 810, 976, 1232, 1200, 1000, 1000, 1500, 1200, 1350, 1000, 1000, 1200, 1100, 990, 1771, 1000, 1200, 1000, 1000, 1500, 1210, 2804, 1294, 1000, 900, 1092, 1000, 825, 1000, 1500, 960, 825, 906, 840, 1000, 900, 625, 700, 1078, 1600, 800, 950, 800, 1008, 1000, 400, 1000, 800, 500, 370, 1200, 1700, 1700, 1700, 1220, 1400, 1800, 1764, 1600, 1339, 200, 1200, 1898, 1046, 2000
#> $ roomboard_off <dbl> 8830, 11682, 9600, 9603, 13050, 12898, 8000, 8980, 7284, 9850, 5815, 12080, 15060, 9216, 11300, 9262, 9406, 10332, 8910, 12634, 7054, 6756, 2500, 6915, 12494, 12370, 12492, 12507, 13780, 10900, 13770, 12588, 11360, 12888, 12492, 13882, 13884, 12910, 13882, 11358, 12492, 8606, 9814, 10667, 9008, 10131, 12268, 12400, 4968, 13293, 13200, 13500, 12638, 12492, 12492, 12298, 11104, 12916, 12492, 12492, 14330, 12492, 12492, 12050, 12492, 13882, 13990, 13882, 12492, 12240, 13882, 14348, 12492, 9693, 11205, 10400, 11788, 8910, 9693, 12021, 9694, 12265, 8520, 10503, 12436, 13860, 11986, 11468, 13850, 10462, 10750, 9698, 11884, 12068, 6000, 15698, 13040, 12500, 11440, 11400, 11608, 9764, 10826, 9636, 11364, 13610, 11837, 10680, 9910, 16740, 8544, 16490, 9934, 19125, 8776, 11530, 11680, 9700, 13997, 12326, 3500, 6500, 9354, 10622, 9684, 11750, 9030, 13486, 13640, 7672, 13150, 9800, 8032, 8540, 9258, 6849, 12478, 13030, 17362, 8974, 8280, 8354, 8350, 3858, 10010, 5850, 13387, 9546, 5500, 10868, 10882, 10260, 8082, 8000, 7000, 11500, 7500, 15300, 8565, 8980, 10776, 15489, 6588, 12660, 6111, 7750, 8600, 16699, 7200, 7206, 10186, 9211, 9580, 6000, 4000, 12947, 8000, 6812, 9920, 9696, 7170, 7010, 7400, 8900, 9060, 8356, 8588, 5440, 9470, 8120, 7970, 8392, 7710, 7590, 9610, 11169, 7662, 10881, 7025, 5955, 6296, 10252, 10575, 11820, 3600, 6750, 8400, 7713, 15772, 6516, 9074, 9073, 9074, 9073, 9072, 9714, 9073, 13844, 10164, 7200, 9980, 6500, 14200, 13114, 6000, 11240, 10255, 7870, 15430, 13966, 11876, 7500, 11352, 4630, 6012, 11660, 3500, 15130, 10200, 14870, 11330, 12200, 8000, 8450, 8881, 6380, 5150, 11897, 9200, 15050, 10310, 14500, 11890, 10000, 14882, 9730, 13410, 5400, 10464, 7346, 6324, 9514, 7400, 7780, 8810, 10107, 10872, 9784, 8064, 8706, 6252, 9185, 10040, 9270, 9134, 9561, 17358, 6600, 8500, 9894, 9610, 9377, 4120, 8230, 7700, 8700, 9010, 7686, 8460, 9356, 9000, 7374, 6100, 10002, 7394, 9812, 9418, 10000, 5900, 9488, 8350, 6290, 5104, 7998, 9000, 6521, 8558, 6400, 10125, 10640, 8508, 8288, 15596, 9516, 2050, 8826, 10350, 7164, 8648, 9774, 8354, 7110, 9190, 10558, 12200, 11700, 9514, 9708, 9990, 13500, 10894, 10575, 13000, 9882, 9475, 12446, 10973, 8967, 10964, 10300, 10849, 9600, 17934, 7500, 14350, 11942, 5670, 10800, 7496, 9108, 9472, 8944, 12800, 8224, 9720, 12196, 8000, 9892, 9600, 17010, 13900, 13713, 13713, 13713, 11570, 10000, 11924, 17315, 14400, 10230, 12970, 25000, 15010, 13250, 8096, 9436, 9900, 13380, 13000, 17578, 15558, 9300, 18312, 7222, 12500, 7000, 11463, 12356, 6500, 11740, 12450, 9750, 8090, 11241, 12900, 12982, 12000, 13390, 11600, 11948, 15217, 12865, 10036, 13260, 8380, 10760, 9241, 11495, 8070, 5400, 11600, 6244, 7153, 12218, 9823, 8744, 9636, 10635, 8624, 8208, 10700, 7300, 13404, 7000, 10100, 7292, 8264, 7856, 8136, 12342, 5500, 8882, 7446, 11000, 14298, 12102, 12000, 12680, 5795, 11250, 10720, 6176, 7760, 6300, 12454, 4150, 9000, 6360, 11706, 12268, 10200, 7514, 11508, 6450, 8538, 11376, 11730, 8990, 8136, 5400, 9772, 6378, 8840, 9814, 10280, 5544, 5112, 11338, 8930, 10528, 8650, 11874, 9807, 11822, 12200, 7556, 9699, 8998, 5100, 8912, 10000, 10524, 10784, 11042, 11146, 13328, 14367, 11760, 7200, 11990, 4000, 12000, 10062, 12044, 7500, 7100, 12690, 9268, 10000, 12858, 11230, 14536, 3150, 12880, 11000, 9400, 9212, 9504, 8080, 12336, 13093, 7090, 12860, 8190, 8618, 10460, 9000, 6700, 13650, 9586, 10450, 9990, 9050, 5905, 10897, 9144, 9892, 10540, 7928, 7464, 8630, 8008, 9711, 11330, 7508, 8700, 7690, 9980, 7952, 5090, 7880, 5000, 9153, 8246, 9100, 10238, 7996, 6610, 8750, 8500, 9400, 9310, 8216, 10576, 7204, 9114, 10692, 8500, 9532, 7780, 8973, 9704, 8720, 7996, 11067, 10794, 7550, 6910, 10332, 7590, 8012, 7960, 7872, 7355, 13750, 11112, 10090, 8720, 4000, 8700, 13694, 8868, 7260, 9710, 7466, 10368, 8410, 10070, 10190, 9496, 9970, 12000, 9558, 12974, 9081, 6885, 11000, 8582, 7448, 7500, 7880, 5960, 9936, 8000, 7904, 10576, 12920, 10000, 11382, 7965, 8000, 12186, 11700, 9334, 8046, 10120, 11118, 13430, 10864, 9990, 8720, 11280, 10726, 9648, 10941, 11158, 7800, 10330, 9100, 11499, 11356, 14625, 10524, 9585, 8426, 8340, 7850, 6517, 6718, 10280, 8370, 5664, 3750, 12160, 8510, 7538, 7600, 10030, 7350, 7600, 10320, 8000, 8000, 8000, 9460, 8936, 11104, 12826, 11448, 15450, 6000, 9672, 13882, 17654, 13128
#> $ oth_expense_off <dbl> 3090, 4886, 1600, 3578, 4116, 5664, 4700, 3180, 2800, 5498, 5227, 4250, 4160, 4708, 5200, 5070, 5213, 4104, 5202, 4766, 5471, 2414, 2850, 6939, 4158, 4158, 4258, 2646, 2924, 2516, 2658, 2716, 2478, 2870, 2658, 2924, 2706, 2934, 2924, 2182, 2658, 5665, 5383, 5140, 5317, 5621, 4100, 4340, 4286, 4239, 4610, 4292, 2444, 4258, 4536, 5382, 3696, 4914, 4245, 4158, 2500, 4158, 4156, 3296, 4158, 2966, 3800, 2925, 4158, 3170, 2924, 1880, 4158, 2763, 5193, 4600, 2294, 1600, 1360, 2634, 3272, 6776, 10208, 3671, 2650, 1730, 2806, 2760, 2500, 3150, 2644, 3972, 2920, 1500, 1800, 921, 5500, 1900, 2660, 7700, 5783, 4970, 4458, 6313, 5718, 3000, 5354, 1626, 3750, 3524, 7272, 3062, 3834, 8010, 5678, 6170, 2552, 4100, 8448, 3000, 2400, 3630, 2100, 3860, 4500, 2500, 4460, 2416, 3260, 6044, 5303, 5654, 3952, 2890, 4994, 6195, 2245, 2899, 2220, 4030, 5921, 3840, 3440, 3520, 2240, 1700, 2364, 2067, 4000, 7000, 3628, 4230, 5538, 2000, 2504, 1600, 3250, 5940, 6261, 2100, 2584, 2532, 6489, 1000, 4479, 3900, 7700, 1450, 4120, 3106, 2941, 2768, 3570, 2800, 1600, 2550, 3200, 6512, 3082, 2308, 3798, 2692, 3000, 1620, 3790, 2430, 3420, 6434, 5924, 2872, 4880, 3470, 3836, 4422, 3070, 3190, 3860, 3122, 4252, 1906, 6341, 3581, 4769, 5432, 6150, 5500, 6700, 3307, 5420, 4635, 3918, 3919, 3992, 3919, 3916, 3971, 3919, 1060, 2200, 2700, 3000, 2600, 4150, 1600, 3706, 3100, 1044, 1670, 5850, 3932, 4045, 2300, 2700, 3290, 2000, 1800, 2400, 1200, 1700, 1950, 1500, 2800, 2700, 1050, 2422, 2200, 1922, 1400, 2956, 1800, 3402, 2550, 2000, 2072, 3075, 3300, 1200, 3200, 4400, 938, 3452, 5448, 2578, 6614, 2890, 4248, 2454, 2368, 3364, 3910, 4464, 3246, 1556, 1756, 5754, 2366, 2500, 4864, 2000, 1200, 8186, 2200, 4000, 2700, 2390, 2746, 2350, 3156, 3060, 6712, 2600, 4200, 5100, 4660, 4400, 4060, 5184, 3570, 6085, 2984, 2400, 3200, 4152, 6338, 4300, 3409, 2575, 3246, 4216, 3448, 4482, 4034, 3408, 8104, 3200, 3757, 2700, 4824, 3630, 3870, 3262, 2772, 5682, 4500, 3100, 2250, 8206, 2245, 5722, 3800, 4121, 2856, 1780, 6600, 3681, 4500, 3550, 3926, 5576, 5400, 6282, 2030, 3013, 2900, 1050, 3983, 375, 5400, 4498, 3912, 5154, 3764, 2650, 5080, 7208, 1950, 1500, 2446, 3096, 4860, 1850, 5302, 5302, 5302, 3000, 3650, 2748, 3096, 1850, 3660, 1400, 2500, 2000, 2425, 3348, 9804, 2100, 1100, 2010, 2000, 4452, 5990, 2920, 3450, 976, 3275, 1400, 2460, 4000, 1400, 2062, 2086, 2632, 3505, 5336, 3332, 2800, 1600, 2284, 3600, 1665, 4666, 2808, 2313, 3286, 4000, 3644, 2600, 2426, 2600, 2850, 2460, 4220, 3404, 3496, 2536, 4667, 2442, 4604, 3296, 2000, 3472, 2400, 2774, 2516, 2490, 3500, 3422, 3400, 3152, 3728, 5122, 4790, 4948, 1900, 5666, 3470, 1750, 1230, 3000, 3582, 3530, 2730, 3700, 2014, 4500, 1800, 5194, 2870, 2706, 1500, 5358, 1200, 4550, 2532, 2784, 2000, 3635, 3890, 2000, 8546, 5496, 4650, 4260, 5433, 3760, 6210, 4524, 2955, 2120, 2520, 2550, 2349, 1680, 3700, 1774, 3252, 2210, 3600, 3140, 1700, 4350, 2082, 3500, 3596, 1800, 4278, 2200, 1125, 2510, 1150, 4750, 1328, 2288, 1000, 2500, 1065, 5783, 1700, 2470, 4788, 2060, 2100, 1518, 6000, 1868, 3000, 3258, 3604, 5934, 2300, 1410, 2520, 2358, 3000, 2500, 3200, 2409, 1600, 3785, 2300, 3770, 3600, 2100, 3977, 3502, 4314, 4111, 4184, 3000, 3935, 5441, 4538, 4750, 3204, 2716, 6440, 3250, 5700, 6606, 5150, 6130, 4512, 4162, 3600, 5666, 5518, 3420, 6000, 3649, 8010, 3350, 3480, 4430, 3140, 3241, 4968, 3200, 2037, 3938, 5534, 6900, 6918, 4178, 5508, 3416, 4300, 2572, 3136, 3030, 1830, 4376, 3300, 2556, 2050, 2460, 4762, 3796, 3000, 2600, 4764, 3454, 3910, 4118, 4768, 5820, 4512, 4310, 4180, 4292, 4044, 4700, 4666, 4866, 4420, 3708, 4256, 4854, 4500, 4800, 3770, 3434, 3678, 5052, 4410, 2174, 2700, 2302, 2025, 3300, 1800, 4908, 4500, 4150, 6274, 770, 2892, 3734, 2975, 2600, 2980, 3120, 2754, 2000, 3180, 3330, 3960, 2703, 3000, 4170, 3542, 3561, 3495, 3180, 3400, 2620, 4065, 5332, 4790, 2800, 3310, 4896, 3520, 4840, 2500, 3150, 2700, 3306, 3300, 4830, 3040, 4800, 4800, 4800, 1780, 2236, 3816, 2668, 4401, 2925, 1000, 3400, 2924, 3282, 1800
#> $ tuitfee_grad_res <dbl> 9366, 7588, 13090, 10342, 10470, 10696, 10380, 10576, 6824, 19140, 7948, 9821, 12110, 11506, 12383, 9407, 9284, 8350, 5918, 5958, 5881, 16178, 13152, 5940, 16444, 12140, 17650, 10341, 8123, 7994, 7876, 8333, 8306, 7689, 7579, 7826, 7830, 7726, 7649, 7853, 8166, 13237, 13064, 12683, 13338, 13085, 27266, 8150, 17022, 14980, 17635, 18032, 8475, 13500, 13818, 10587, 11232, 15776, 17332, 44448, 31420, 10980, 20272, 8350, 25824, 7750, 23360, 8684, 27594, 36657, 8654, 42305, 35080, 6898, 8452, 9983, 12610, 13407, 11716, 45591, 11250, 20904, 17450, 10956, 15996, 16712, 12570, 15860, 18450, 20745, 13650, 11219, 11298, 31752, 8240, 29112, 17626, 28845, 13410, 17820, 13150, 8872, 17590, 9876, 6657, 22588, 11097, 16925, 12737, 13320, 23164, 35216, 10367, 19175, 11155, 18996, 9630, 10428, 14076, 16768, 12719, 10664, 9062, 5004, 12136, 6966, 7556, 42980, 15652, 4706, 7209, 8728, 10762, 8910, 6490, 5958, 18600, 16168, 17320, 8440, 8502, 8530, 8971, 10800, 15560, 14688, 19290, 9705, 29980, 9268, 16343, 17888, 8970, 30284, 14410, 19442, 9662, 11352, 15372, 12906, 13839, 50864, 7797, 14945, 24750, 12880, 19309, 18320, 13677, 15550, 14583, 7954, 11325, 11663, 6950, 12420, 7872, 36080, 8997, 7328, 7243, 13000, 17333, 11498, 11700, 9549, 10357, 6996, 16300, 17964, 10230, 7806, 4055, 10068, 10438, 9712, 10532, 12000, 7732, 10764, 10085, 8360, 6078, 10950, 12204, 5970, 6702, 11400, 11887, 9076, 7575, 8298, 7852, 8662, 8369, 9332, 9450, 51010, 8666, 8460, 7670, 25150, 14648, 9106, 9540, 8310, 52210, 15900, 8514, 13256, 8478, 12167, 8370, 14166, 10530, 11650, 22420, 34380, 27306, 49886, 48595, 10238, 13736, 42830, 14793, 5742, 14679, 15613, 17218, 22913, 7191, 20718, 29835, 15399, 32385, 24120, 25404, 5364, 25818, 12232, 13732, 27666, 16355, 13712, 13486, 19266, 21794, 16764, 12022, 10391, 16338, 13219, 11020, 7217, 16503, 14235, 12778, 9630, 8550, 8532, 7854, 17735, 8820, 8256, 8100, 24600, 14436, 7662, 7404, 6546, 10080, 6418, 7261, 7744, 6878, 10806, 7780, 7659, 8700, 8670, 7384, 8622, 7596, 12978, 16332, 9405, 6893, 8025, 15520, 19896, 7408, 5554, 49280, 12690, 8500, 5893, 10335, 4803, 6090, 8810, 14038, 4731, 5500, 5287, 17175, 13735, 18810, 9738, 9860, 17120, 15858, 22434, 18910, 16070, 15678, 12140, 16472, 24856, 12140, 21814, 17676, 22689, 18633, 19536, 34514, 13900, 12024, 12384, 6017, 6016, 9306, 4941, 14376, 4650, 38958, 33487, 15034, 29936, 27250, 45554, 29585, 10438, 10562, 10560, 16850, 16484, 32651, 23290, 19606, 27198, 13826, 30176, 18045, 14040, 15776, 20120, 13660, 13230, 42886, 42368, 21970, 10700, 29680, 13782, 42078, 12290, 13194, 15196, 16533, 16110, 16228, 12694, 12921, 13347, 12566, 11581, 12154, 11933, 11385, 11350, 35874, 17200, 18033, 20000, 7721, 11875, 7288, 12654, 5533, 7772, 9900, 13875, 7447, 11606, 7278, 7753, 7124, 10572, 7043, 5924, 11520, 11730, 38010, 9450, 7192, 12820, 8240, 8643, 6532, 9136, 5713, 12697, 9397, 11250, 42610, 14468, 9679, 16070, 15085, 16008, 11090, 12267, 10620, 10260, 13528, 8964, 11325, 11070, 12425, 9510, 12600, 14721, 18812, 19236, 12070, 13474, 10920, 8902, 11175, 23440, 6794, 4572, 7735, 15804, 8169, 4770, 6426, 22720, 12196, 15504, 15180, 13801, 16243, 30634, 14565, 17496, 16002, 19560, 13403, 14165, 11610, 15508, 16391, 16722, 16688, 7962, 33024, 22212, 16430, 17920, 11934, 12222, 13522, 14515, 23590, 44350, 25560, 11420, 10715, 12060, 20912, 35604, 16848, 12240, 25550, 11402, 13272, 14976, 15363, 16676, 18017, 15840, 13991, 25100, 24096, 13260, 26832, 11826, 8880, 13362, 9280, 8242, 3790, 15075, 12984, 9682, 7650, 12798, 13440, 14612, 6840, 8558, 9773, 20890, 8780, 22860, 5700, 18576, 9371, 9024, 11446, 18986, 10463, 9234, 9876, 12834, 9896, 9420, 10371, 6426, 6890, 19890, 6395, 31500, 12590, 6300, 16208, 30200, 5059, 5776, 18966, 8434, 7768, 6990, 8938, 17505, 8006, 5717, 20115, 16390, 5878, 7183, 16206, 7144, 36252, 25242, 21258, 7323, 16250, 46560, 11310, 6427, 7968, 6109, 5369, 8904, 8819, 11300, 12418, 5623, 6376, 26688, 7101, 6718, 7525, 6886, 11800, 6349, 6680, 8036, 6277, 7822, 7527, 8589, 13594, 14436, 19249, 17012, 14258, 13226, 13775, 13724, 10811, 10752, 8430, 8912, 9618, 17100, 11480, 21494, 14532, 13143, 17680, 13914, 11794, 16881, 18402, 25481, 13800, 20118, 12753, 16266, 10503, 11952, 7504, 9000, 10876, 12015, 10539, 10290, 16164, 10305, 4860, 19350, 7936, 8911, 8762, 11789, 8706, 9036, 5673, 3552, 3552, 3552, 10002, 10992, 11460, 8649, 12380, 7645, 6790, 8961, 7813, 9000, 6834
#> $ tuitfee_grad_nres <dbl> 17496, 17294, 13090, 22338, 26950, 28840, 10380, 21232, 12422, 19140, 15094, 18960, 12110, 24176, 32135, 18294, 19004, 19813, 10544, 10890, 10475, 16178, 13152, 8370, 16444, 12140, 17650, 19269, 17051, 16922, 16804, 17261, 17234, 16617, 16507, 16754, 16758, 16654, 16577, 16781, 17094, 28339, 28166, 27785, 28440, 28187, 27266, 8150, 17022, 14980, 17635, 18032, 17403, 13500, 13818, 10587, 11232, 15776, 17332, 44448, 31420, 10980, 20272, 17278, 25824, 16678, 23360, 17612, 27594, 36657, 17582, 42305, 35080, 12820, 24112, 20153, 30430, 13407, 25692, 45591, 11250, 20904, 17450, 23756, 37032, 16712, 12570, 15860, 18450, 20745, 13650, 24019, 24098, 31752, 8240, 29112, 17626, 28845, 13410, 17820, 13150, 28657, 17590, 24669, 18446, 22588, 24202, 16925, 30130, 13320, 23164, 35216, 21933, 19175, 11155, 18996, 9630, 21126, 14076, 16768, 12719, 10664, 24894, 15192, 12136, 14961, 13802, 42980, 30072, 14624, 20508, 28610, 26360, 8910, 17866, 17460, 18600, 37648, 17320, 22890, 22583, 23338, 8971, 10800, 15560, 14688, 19290, 19425, 29980, 16636, 25297, 17888, 16542, 30284, 14410, 19442, 9662, 11352, 15372, 12906, 22407, 50864, 14205, 14945, 24750, 12880, 19309, 18320, 13677, 15550, 30369, 12938, 15209, 11663, 6950, 12420, 7872, 36080, 17191, 14186, 16256, 13000, 17333, 11498, 11700, 22861, 27961, 6996, 16300, 17964, 10230, 20298, 10333, 10068, 23134, 9712, 22690, 12000, 17816, 10764, 10085, 16896, 13609, 10950, 12204, 5970, 6702, 16320, 28822, 21961, 18650, 21737, 18783, 20762, 20846, 19332, 23178, 51010, 25640, 8460, 19298, 25150, 20570, 14308, 11556, 8310, 52210, 15900, 12132, 26810, 15264, 12167, 13572, 14166, 10530, 11650, 22420, 34380, 27306, 49886, 48595, 10238, 13736, 42830, 14793, 5742, 26228, 31733, 33268, 22913, 8811, 20718, 29835, 27473, 32385, 24120, 25404, 5364, 25818, 18216, 13732, 27666, 29075, 13712, 13486, 19266, 43674, 32940, 20720, 15354, 24648, 24867, 11020, 7217, 33696, 29118, 12778, 9630, 8550, 8532, 15039, 26615, 8820, 12084, 8100, 24600, 14436, 7662, 10804, 6546, 10080, 6418, 17614, 22012, 6878, 10806, 20900, 16529, 8700, 8670, 14067, 8622, 7596, 12978, 16332, 9405, 11445, 8025, 15520, 19896, 12868, 10234, 49280, 12690, 8500, 20554, 10335, 8403, 14428, 22088, 14038, 8331, 19410, 19197, 17175, 13735, 18810, 11124, 9860, 17120, 15858, 22434, 18910, 16070, 15678, 19910, 21147, 24856, 17513, 30898, 17676, 22689, 30225, 19536, 34514, 19663, 12024, 19242, 11963, 9150, 24169, 15107, 14376, 10354, 38958, 33487, 15034, 29936, 27250, 45554, 29585, 19028, 19152, 19150, 16850, 16484, 32651, 23290, 19606, 27198, 13826, 30176, 18045, 14040, 15776, 20120, 13660, 13230, 42886, 42368, 21970, 10700, 29680, 13782, 42078, 12290, 13194, 15196, 16533, 16110, 16228, 24034, 24261, 24687, 23906, 22921, 23494, 23273, 22725, 22690, 35874, 17200, 18033, 20000, 20890, 11875, 20179, 12654, 16381, 7772, 9900, 13875, 19852, 28817, 20449, 21202, 19824, 25094, 19262, 16181, 11520, 11730, 38010, 9450, 17599, 12820, 8240, 20642, 15835, 14642, 5713, 12697, 15049, 11250, 42610, 26210, 16411, 16070, 15085, 16008, 19362, 12267, 10620, 10260, 30242, 8964, 11325, 11070, 32873, 17502, 12600, 25057, 18812, 19236, 12070, 22890, 10920, 13402, 11175, 23440, 15761, 9486, 22503, 15804, 22272, 10980, 12762, 22720, 14788, 15504, 15180, 23450, 26611, 30634, 22053, 17496, 19602, 19560, 13403, 20261, 11610, 22519, 16391, 16722, 24275, 7962, 33024, 22212, 16430, 17920, 11934, 12222, 13522, 21225, 23590, 44350, 25560, 19088, 10715, 12060, 35214, 35604, 16848, 12240, 25550, 11402, 13272, 21072, 22330, 22526, 18017, 15840, 20015, 25100, 24096, 13260, 26832, 11826, 8880, 25772, 9280, 8242, 3790, 15075, 32958, 19280, 7650, 27408, 24264, 27870, 6840, 15491, 23753, 20890, 8780, 22860, 5700, 18576, 23627, 9024, 11446, 18986, 19247, 23346, 25994, 31252, 15656, 21060, 24891, 6426, 6890, 19890, 13740, 31500, 12590, 14073, 16208, 30200, 13004, 13120, 18966, 17056, 14212, 14334, 18082, 17505, 15350, 13490, 20115, 16390, 7048, 14527, 16206, 15172, 36252, 25242, 21258, 14667, 16250, 46560, 11310, 13771, 16128, 13452, 12713, 19073, 17316, 21518, 24150, 13452, 13774, 26688, 22700, 13910, 14869, 14231, 11800, 7028, 6680, 23617, 19586, 18348, 23902, 17073, 13594, 14436, 19249, 40076, 30500, 13226, 13775, 32402, 10811, 28296, 8430, 8912, 18492, 17100, 28860, 21494, 27764, 25271, 28504, 13914, 26279, 16881, 18402, 25481, 13800, 20118, 26185, 28314, 20787, 11952, 16060, 23238, 10876, 12015, 10539, 10290, 16164, 10305, 4860, 19350, 7936, 18042, 17893, 24826, 17837, 18167, 14313, 3552, 3552, 3552, 28804, 10992, 11460, 17577, 12380, 16573, 6790, 31216, 16741, 9000, 19234
#> $ coa_grad_res <dbl> 22886, 25356, 25790, 25211, 28836, 30458, 24880, 23756, 18408, 35488, 20119, 27551, 32550, 26533, 29683, 24739, 25618, 23832, 21167, 24768, 19606, 26548, 19302, 21394, 34888, 30458, 36191, 27342, 26725, 22910, 26095, 25287, 23936, 25211, 24521, 26530, 25920, 25468, 26353, 22993, 25108, 29109, 30027, 30126, 29379, 30378, 45134, 26590, 28066, 34366, 37365, 37616, 25217, 32041, 32637, 30167, 27624, 35450, 35860, 62889, 49750, 29420, 38695, 25514, 44274, 26498, 42750, 27390, 46035, 53174, 27250, 59733, 53530, 21154, 26650, 26783, 28492, 24917, 23969, 61446, 26016, 40945, 37678, 26430, 31932, 33452, 28334, 31088, 35600, 35557, 28044, 26289, 27402, 46120, 17840, 46531, 37766, 44520, 28550, 38420, 31341, 24758, 34274, 26963, 25059, 40398, 29878, 30475, 27607, 34904, 40980, 55698, 25335, 47810, 26639, 37946, 25582, 25428, 37371, 33294, 20219, 22294, 21716, 20784, 27620, 22438, 22316, 60106, 33352, 19822, 27162, 25382, 23752, 21740, 21942, 20502, 34923, 33049, 38102, 22644, 23703, 21938, 21961, 19178, 29010, 23438, 36145, 21468, 40480, 28036, 32253, 33888, 23532, 41784, 25414, 33742, 21412, 33942, 31398, 24986, 28599, 70505, 23274, 29605, 36840, 25730, 36809, 37669, 25797, 27062, 28810, 20773, 25375, 21663, 13750, 28917, 20072, 50654, 23139, 20502, 19415, 24082, 28933, 23218, 25500, 21330, 23315, 20150, 32894, 30516, 24280, 20668, 16681, 23580, 24198, 25057, 22910, 27493, 20009, 21172, 23722, 23193, 22422, 28994, 23054, 19420, 23002, 23420, 34239, 21727, 21787, 22510, 22138, 22874, 22577, 24257, 23662, 67114, 22030, 19560, 21850, 35050, 34598, 26020, 20646, 23850, 64729, 26690, 29794, 32354, 26899, 23267, 23722, 23286, 19542, 26110, 29420, 51970, 40456, 67706, 62425, 26038, 25936, 53130, 27246, 15322, 22951, 29910, 30174, 40763, 22103, 39048, 44725, 28671, 51542, 38390, 41014, 15332, 41782, 21516, 24412, 43508, 27333, 29306, 26186, 35074, 36168, 29992, 24750, 24007, 27818, 27000, 23616, 19043, 32587, 27110, 33836, 22280, 21050, 20106, 27150, 30312, 17540, 20386, 19490, 37046, 26796, 19704, 20124, 24170, 22880, 18992, 20761, 23606, 20072, 25778, 23582, 22429, 23985, 22182, 19134, 19312, 17852, 28314, 30832, 20535, 18426, 19471, 31346, 35184, 20900, 18976, 69264, 31310, 14950, 19876, 24735, 18391, 19448, 23466, 26694, 15733, 21670, 21645, 33675, 28685, 37730, 23028, 26972, 36520, 32073, 37095, 34990, 33902, 30434, 30286, 32379, 38983, 29980, 40114, 36376, 35819, 40930, 30936, 51114, 31422, 19767, 30184, 18961, 20136, 25012, 18947, 31026, 19420, 56906, 48933, 25534, 43690, 40946, 68824, 46245, 30817, 30941, 30939, 32620, 31634, 48335, 44701, 37356, 42388, 29496, 59676, 36255, 30715, 28744, 40830, 26860, 28895, 59485, 63016, 43084, 26990, 51712, 25554, 56604, 23765, 26857, 31212, 28033, 30350, 31355, 25730, 24643, 29289, 31702, 28932, 28554, 27723, 26797, 28398, 54196, 35509, 32277, 36395, 20087, 28235, 21453, 27649, 16429, 17072, 25510, 23779, 20220, 28670, 21797, 19989, 22927, 24731, 21375, 18933, 25720, 23702, 55214, 20624, 21959, 23824, 21104, 20921, 18868, 25630, 15853, 28283, 22643, 28748, 60008, 33736, 25949, 31500, 23350, 31258, 26592, 23073, 22430, 21460, 29212, 19014, 23325, 23724, 28235, 25514, 26300, 28743, 32736, 31436, 24244, 28882, 25650, 22627, 24101, 32040, 26712, 17706, 22485, 31378, 24596, 15074, 18966, 39782, 25506, 29102, 27250, 29776, 29521, 45186, 32555, 27690, 29952, 31912, 23603, 27417, 24510, 31382, 30277, 32264, 32430, 24090, 53369, 37572, 25955, 33486, 17984, 30172, 25992, 29947, 33090, 55050, 40315, 28068, 23415, 28876, 38770, 53480, 23298, 28138, 44550, 23970, 26684, 28938, 28597, 35946, 34510, 25840, 30571, 36948, 37214, 27420, 40332, 22435, 25070, 27933, 23430, 24002, 17840, 24140, 29017, 23636, 24056, 28472, 26712, 26076, 20355, 23207, 25572, 38370, 21092, 35276, 21230, 33306, 24113, 22140, 25676, 31516, 25543, 23182, 23976, 30336, 24810, 21750, 27421, 20046, 25550, 33800, 19291, 47950, 24208, 19523, 33128, 43100, 18028, 18894, 34473, 26102, 24616, 20364, 26813, 32915, 20856, 16655, 35133, 28310, 17070, 20519, 28578, 18355, 52852, 39864, 37204, 20839, 24550, 58660, 31066, 19941, 19958, 21137, 18947, 26146, 22947, 26342, 27988, 20627, 21682, 44438, 22325, 26082, 22226, 18529, 28706, 20785, 19440, 21936, 18737, 18192, 22373, 22841, 26908, 28186, 36369, 30514, 29015, 25491, 24575, 32018, 28111, 25226, 24521, 20802, 24828, 35264, 26319, 35584, 27442, 30347, 32454, 26562, 26815, 32461, 31162, 39339, 26900, 37287, 28611, 35277, 25428, 25557, 20330, 20860, 23416, 24564, 23125, 24970, 28644, 21815, 12930, 37358, 19946, 19999, 20062, 25925, 19856, 21836, 20233, 18052, 18052, 18052, 22462, 23564, 28180, 25907, 29829, 27359, 13990, 23233, 26517, 30982, 23762
#> $ coa_grad_nres <dbl> 31016, 35062, 25790, 37207, 45316, 48602, 24880, 34412, 24006, 35488, 27265, 36690, 32550, 39203, 49435, 33626, 35338, 35295, 25793, 29700, 24200, 26548, 19302, 23824, 34888, 30458, 36191, 36270, 35653, 31838, 35023, 34215, 32864, 34139, 33449, 35458, 34848, 34396, 35281, 31921, 34036, 44211, 45129, 45228, 44481, 45480, 45134, 26590, 28066, 34366, 37365, 37616, 34145, 32041, 32637, 30167, 27624, 35450, 35860, 62889, 49750, 29420, 38695, 34442, 44274, 35426, 42750, 36318, 46035, 53174, 36178, 59733, 53530, 27076, 42310, 36953, 46312, 24917, 37945, 61446, 26016, 40945, 37678, 39230, 52968, 33452, 28334, 31088, 35600, 35557, 28044, 39089, 40202, 46120, 17840, 46531, 37766, 44520, 28550, 38420, 31341, 44543, 34274, 41756, 36848, 40398, 42983, 30475, 45000, 34904, 40980, 55698, 36901, 47810, 26639, 37946, 25582, 36126, 37371, 33294, 20219, 22294, 37548, 30972, 27620, 30433, 28562, 60106, 47772, 29740, 40461, 45264, 39350, 21740, 33318, 32004, 34923, 54529, 38102, 37094, 37784, 36746, 21961, 19178, 29010, 23438, 36145, 31188, 40480, 35404, 41207, 33888, 31104, 41784, 25414, 33742, 21412, 33942, 31398, 24986, 37167, 70505, 29682, 29605, 36840, 25730, 36809, 37669, 25797, 27062, 44596, 25757, 29259, 21663, 13750, 28917, 20072, 50654, 31333, 27360, 28428, 24082, 28933, 23218, 25500, 34642, 40919, 20150, 32894, 30516, 24280, 33160, 22959, 23580, 36894, 25057, 35068, 27493, 30093, 21172, 23722, 31729, 29953, 28994, 23054, 19420, 23002, 28340, 51174, 34612, 32862, 35949, 33069, 34974, 35054, 34257, 37390, 67114, 39004, 19560, 33478, 35050, 40520, 31222, 22662, 23850, 64729, 26690, 33412, 45908, 33685, 23267, 28924, 23286, 19542, 26110, 29420, 51970, 40456, 67706, 62425, 26038, 25936, 53130, 27246, 15322, 34500, 46030, 46224, 40763, 23723, 39048, 44725, 40745, 51542, 38390, 41014, 15332, 41782, 27500, 24412, 43508, 40053, 29306, 26186, 35074, 58048, 46168, 33448, 28970, 36128, 38648, 23616, 19043, 49780, 41993, 33836, 22280, 21050, 20106, 34335, 39192, 17540, 24214, 19490, 37046, 26796, 19704, 23524, 24170, 22880, 18992, 31114, 37874, 20072, 25778, 36702, 31299, 23985, 22182, 25817, 19312, 17852, 28314, 30832, 20535, 22978, 19471, 31346, 35184, 26360, 23656, 69264, 31310, 14950, 34537, 24735, 21991, 27786, 36744, 26694, 19333, 35580, 35555, 33675, 28685, 37730, 24414, 26972, 36520, 32073, 37095, 34990, 33902, 30434, 38056, 37054, 38983, 35353, 49198, 36376, 35819, 52522, 30936, 51114, 37185, 19767, 37042, 24907, 23270, 39875, 29113, 31026, 25124, 56906, 48933, 25534, 43690, 40946, 68824, 46245, 39407, 39531, 39529, 32620, 31634, 48335, 44701, 37356, 42388, 29496, 59676, 36255, 30715, 28744, 40830, 26860, 28895, 59485, 63016, 43084, 26990, 51712, 25554, 56604, 23765, 26857, 31212, 28033, 30350, 31355, 37070, 35983, 40629, 43042, 40272, 39894, 39063, 38137, 39738, 54196, 35509, 32277, 36395, 33256, 28235, 34344, 27649, 27277, 17072, 25510, 23779, 32625, 45881, 34968, 33438, 35627, 39253, 33594, 29190, 25720, 23702, 55214, 20624, 32366, 23824, 21104, 32920, 28171, 31136, 15853, 28283, 28295, 28748, 60008, 45478, 32681, 31500, 23350, 31258, 34864, 23073, 22430, 21460, 45926, 19014, 23325, 23724, 48683, 33506, 26300, 39079, 32736, 31436, 24244, 38298, 25650, 27127, 24101, 32040, 35679, 22620, 37253, 31378, 38699, 21284, 25302, 39782, 28098, 29102, 27250, 39425, 39889, 45186, 40043, 27690, 33552, 31912, 23603, 33513, 24510, 38393, 30277, 32264, 40017, 24090, 53369, 37572, 25955, 33486, 17984, 30172, 25992, 36657, 33090, 55050, 40315, 35736, 23415, 28876, 53072, 53480, 23298, 28138, 44550, 23970, 26684, 35034, 35564, 41796, 34510, 25840, 36595, 36948, 37214, 27420, 40332, 22435, 25070, 40343, 23430, 24002, 17840, 24140, 48991, 33234, 24056, 43082, 37536, 39334, 20355, 30140, 39552, 38370, 21092, 35276, 21230, 33306, 38369, 22140, 25676, 31516, 34327, 37294, 40094, 48754, 30570, 33390, 41941, 20046, 25550, 33800, 26636, 47950, 24208, 27296, 33128, 43100, 25973, 26238, 34473, 34724, 31060, 27708, 35957, 32915, 28200, 24428, 35133, 28310, 18240, 27863, 28578, 26383, 52852, 39864, 37204, 28183, 24550, 58660, 31066, 27285, 28118, 28480, 26291, 36315, 31444, 36560, 39720, 28456, 29080, 44438, 37924, 33274, 29570, 25874, 28706, 21464, 19440, 37517, 32046, 28718, 38748, 31325, 26908, 28186, 36369, 53578, 45257, 25491, 24575, 50696, 28111, 42770, 24521, 20802, 33702, 35264, 43699, 35584, 40674, 42475, 43278, 26562, 41300, 32461, 31162, 39339, 26900, 37287, 42043, 47325, 35712, 25557, 28886, 35098, 23416, 24564, 23125, 24970, 28644, 21815, 12930, 37358, 19946, 29130, 29193, 38962, 28987, 30967, 28873, 18052, 18052, 18052, 41264, 23564, 28180, 34835, 29829, 36287, 13990, 45488, 35445, 30982, 36162
##########
########## RUN SCRIPT THAT CREATES USER DEFINED FUNCTIONS
##########
source(file = url('https://github.com/anyone-can-cook/educ152/raw/main/scripts/user_defined_functions/create_inference_functions.R'))
Relationships between two continuous variables
Postive relationship, negative relationship, and no relationships
Relationship between X and Y is positive
Relationship between X and Y is negative
No relationship between X and Y
knowing the value of X gives you does not tell you much about the value of Y
e.g., amount of ice cream consumed and GPA
(defined as “research” or “master’s” universities by the Carnegie Classification that are
we will use the data frame df_socialwork (which combines debt/earnings data from College Scorecard and tuition/cost of attendance data from IPEDS) to run regression models of the relationship between measures of tuition/COA (X variable) and debt/earnings (Y variable) for MA programs in social work
Ways to investigate this relationship between X and Y:
Scatterplots will plot individual observations on an X and Y axis
Draw scatterplot of X (coa_grad_res) and Y (debt_all_stgp_eval_mean)
Create scatterplot with “prediction” line
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() + stat_smooth(method = 'lm')Covariance measures the extent to which two variables move together….
Population covariance, denoted \(cov(X, Y)\) or \(\sigma_{XY}\)
Sample covariance, \(s_{XY}\) or \(\hat{\sigma}_{XY}\)
Estimator of population covariance
\(s_{XY}= \hat{\sigma}_{XY}=\frac{\sum_{i=1}^{n}\left(X_{i}-\bar{X} \right) \left( Y_{i}-\bar{Y} \right)}{n-1}\)
Example: Imagine we have 20 obs; \(\bar{X}=40; \bar{Y}=30\)
Observation 1: \(X_1=50; Y_1=60\)
Observation 2: \(X_1=45; Y_1=25\)
\(\hat{\sigma}_{XY}=s_{XY}\) is the sum of these 20 calculations divided by 19 (n-1)
\(\hat{\sigma}_{XY}=s_{XY}\) is positive when X and Y move in the same direction
\(\hat{\sigma}_{XY}=s_{XY}\) is negative when X and Y move in the same direction
Problem with sample covariance, \(s_{XY}\)
which covariance is larger?
cov(df_socialwork$coa_grad_res, df_socialwork$debt_all_stgp_eval_mean, use = 'complete.obs')
#> [1] 92908531
cov(df_socialwork$coa_grad_res, df_socialwork$earn_mdn_hi_2yr, use = 'complete.obs')
#> [1] 8431467Sample Correlation of Z and Y, \(r_{XY}\)
Sample Correlation Formula \(r_{XY}=\frac{s_{XY}}{s_X*s_Y} = \frac{\hat{\sigma}_{XY}}{\hat{\sigma}_X \hat{\sigma}_Y}\)
Sample Correlation
\(r_{XY}=\frac{s_{XY}}{s_X*s_Y} = \frac{\hat{\sigma}_{XY}}{\hat{\sigma}_X \hat{\sigma}_Y}\)
Correlations result in measures between -1 and 1
“Type” of relationship
“Strength” of relationship
Calculate correlations in R…
Problem with covariance and correlation:
Below, scatterplot of relationship between cost of attendance (X) and debt (Y) with a linear prediction line fitted
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() + stat_smooth(method = 'lm', formula = y ~ x + I(x^2), size = 1) Scatterplot of relationship between cost of attendance (X) and debt (Y) with a prediction line that includes X1= cost of attendance and X2 = cost of attendance squared
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=earn_mdn_hi_2yr)) + geom_point() + stat_smooth(method = 'lm', formula = y ~ x + I(x^2), size = 1)Regression analysis is a statistical method that helps us analyze and understand the relationship between 2+ variables
What is the purpose of regression in descriptive research (sometimes called “observational studies” or “predictive” studies)?
What is the purpose of regression in econometrics research (sometimes called “causal studies”)?
Regression: Models, Variables, Relationships
Bivariate regression (sometimes also called univariate, simple regression)
Multivariate regression (for econometrics/causal inference)
Population Linear Regression Model
Where:
Draw Picture
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() + stat_smooth(method = 'lm')Population Linear Regression Model
\(Y_i = \beta_0 + \beta_1X_i + u_i\)
Called the “population” linear regression model because the model uses population parameters (which we usually do not know)
In particular, above model contains two population parameters
When using regression to estimate causal relationship between \(X\) and \(Y\), the primary thing we are interested in estimating is \(\beta_1\), which can be thought of the “slope” of the relationship between X and Y
“Slope” Measures relationship between X and Y
What is the population regression coefficient, \(\beta_1\)?
\(\beta_1\) measures the average change in Y for a one-unit increase in X
In the below graph, think of \(\beta_1\) as measuring the slope of the “prediction line”
\(\beta_1 = \frac{\Delta Y}{\Delta X} = \frac{\Delta student\_debt}{\Delta cost\_of\_attendance}\)
Hypothetical Example:
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() + stat_smooth(method = 'lm')Interpretation of \(\beta_1\) (we will use this all semester!)
Some important things to remember:
If \(\beta_1\) (i.e., the relationship between X and Y) is linear, then the average change in Y for a one-unit increase in X is the same no matter the starting value of X
\(\beta_1\) measures the average effect on Y for a one-unit increase in X; this effect on an individual observation may be different than this average effect!
\(\beta_1\) is a population parameter. We hardly ever know population parameters. So we estimate \(\beta_1\) using sample data!
Population linear regression model
\(\beta_0\) is the “population intercept”
In the below graph, the line represents the “prediction line” and the population intercept \(\beta_0\) is where the prediction line would cross the Y-intercept
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() + stat_smooth(method = 'lm')Population Linear Regression Model
We sometimes deconstruct the Population Linear Regression Model into two parts:
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() + stat_smooth(method = 'lm')Population regression line and Expected Value, E(Y)
\(u_i\) as “Error Term” or “unobserved variables”
Thinking about \(u_i\) as “Residual”
Easier to conceptually think about \(u_i\) in terms of each observation, i
Conceptually, the next step in learning about regression is understanding how we choose estimates of \(\beta_0\) and \(\beta_1\) using sample data? This step is called “estimation”
Before providing a conceptual explanation of estimation, we will teach you about running regression in R. Then, we’ll use output from these regression models to aid our conceptual explanation of estimation
lm()We use the lm() function to run linear regression models
lm() function
lm is used to fit linear models”lm(formula, data, subset, weights, na.action, method = "qr", model = TRUE, x = FALSE, y = FALSE, qr = TRUE, singular.ok = TRUE, contrasts = NULL, offset, ...)formula: “an object of class ‘formula’” that provides “a symbolic description of the model to be fitted.”
formula = y_var ~ x_var1 + x_var2+ x_var3y_var is the outcome variable and x_vars are independent variablesdata: data frame that contains variables named in formulasubset: “an optional vector specifying a subset of observations to be used in the fitting process.”na.action: “a function which indicates what should happen when the data contain NAs”
lm() function)
Run model of the relationship between cost of attendance (X) and institution-level student debt (Y)
lm() function usually doesn’t contain everything we needlm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Coefficients:
#> (Intercept) coa_grad_res
#> 13445.9395 0.9687When you run the lm() function, R creates an object that contains lots of information about the model we run. We can store this object by assigning it a name using <-
# create object
mod1 <- lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
# simple print of mod1 object
mod1
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Coefficients:
#> (Intercept) coa_grad_res
#> 13445.9395 0.9687Let’s investigate the contents of the mod1 object using the str() function
mod1 is a “list”; data frames are also listmod1 is a list of 13 elements
mod1 is a “named list”mod1 using the syntax: object_name$element_name
dataframe_name$variable_name!mod1 is named “coefficients”, so we could refer to this element by typing mod1$coefficients:
# investigate contents of mod1 object using str() function
mod1 %>% str()
#> List of 12
#> $ coefficients : Named num [1:2] 13445.94 0.969
#> ..- attr(*, "names")= chr [1:2] "(Intercept)" "coa_grad_res"
#> $ residuals : Named num [1:253] 16173 3626 -8549 1455 -2863 ...
#> ..- attr(*, "label")= chr "Average Stafford and Grad PLUS loan debt disbursed at this institution"
#> ..- attr(*, "names")= chr [1:253] "1" "2" "3" "4" ...
#> $ effects : Named num [1:253] -653487 150598 -9495 619 -3953 ...
#> ..- attr(*, "label")= chr "Average Stafford and Grad PLUS loan debt disbursed at this institution"
#> ..- attr(*, "names")= chr [1:253] "(Intercept)" "coa_grad_res" "" "" ...
#> $ rank : int 2
#> $ fitted.values: Named num [1:253] 35615 34375 41379 47823 32935 ...
#> ..- attr(*, "label")= chr "Average Stafford and Grad PLUS loan debt disbursed at this institution"
#> ..- attr(*, "names")= chr [1:253] "1" "2" "3" "4" ...
#> $ assign : int [1:2] 0 1
#> $ qr :List of 5
#> ..$ qr : num [1:253, 1:2] -15.906 0.0629 0.0629 0.0629 0.0629 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:253] "1" "2" "3" "4" ...
#> .. .. ..$ : chr [1:2] "(Intercept)" "coa_grad_res"
#> .. ..- attr(*, "assign")= int [1:2] 0 1
#> ..$ qraux: num [1:2] 1.06 1.04
#> ..$ pivot: int [1:2] 1 2
#> ..$ tol : num 0.0000001
#> ..$ rank : int 2
#> ..- attr(*, "class")= chr "qr"
#> $ df.residual : int 251
#> $ xlevels : Named list()
#> $ call : language lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#> $ terms :Classes 'terms', 'formula' language debt_all_stgp_eval_mean ~ coa_grad_res
#> .. ..- attr(*, "variables")= language list(debt_all_stgp_eval_mean, coa_grad_res)
#> .. ..- attr(*, "factors")= int [1:2, 1] 0 1
#> .. .. ..- attr(*, "dimnames")=List of 2
#> .. .. .. ..$ : chr [1:2] "debt_all_stgp_eval_mean" "coa_grad_res"
#> .. .. .. ..$ : chr "coa_grad_res"
#> .. ..- attr(*, "term.labels")= chr "coa_grad_res"
#> .. ..- attr(*, "order")= int 1
#> .. ..- attr(*, "intercept")= int 1
#> .. ..- attr(*, "response")= int 1
#> .. ..- attr(*, ".Environment")=<environment: R_GlobalEnv>
#> .. ..- attr(*, "predvars")= language list(debt_all_stgp_eval_mean, coa_grad_res)
#> .. ..- attr(*, "dataClasses")= Named chr [1:2] "numeric" "numeric"
#> .. .. ..- attr(*, "names")= chr [1:2] "debt_all_stgp_eval_mean" "coa_grad_res"
#> $ model :'data.frame': 253 obs. of 2 variables:
#> ..$ debt_all_stgp_eval_mean: num [1:253] 51788 38001 32830 49278 30072 ...
#> .. ..- attr(*, "label")= chr "Average Stafford and Grad PLUS loan debt disbursed at this institution"
#> ..$ coa_grad_res : num [1:253] 22886 21606 28836 35488 20119 ...
#> .. ..- attr(*, "label")= chr "graduate, full-time, state resident COA; == tuition + fees + (ug) books/supplies + (ug) off-campus room and boa"| __truncated__
#> ..- attr(*, "terms")=Classes 'terms', 'formula' language debt_all_stgp_eval_mean ~ coa_grad_res
#> .. .. ..- attr(*, "variables")= language list(debt_all_stgp_eval_mean, coa_grad_res)
#> .. .. ..- attr(*, "factors")= int [1:2, 1] 0 1
#> .. .. .. ..- attr(*, "dimnames")=List of 2
#> .. .. .. .. ..$ : chr [1:2] "debt_all_stgp_eval_mean" "coa_grad_res"
#> .. .. .. .. ..$ : chr "coa_grad_res"
#> .. .. ..- attr(*, "term.labels")= chr "coa_grad_res"
#> .. .. ..- attr(*, "order")= int 1
#> .. .. ..- attr(*, "intercept")= int 1
#> .. .. ..- attr(*, "response")= int 1
#> .. .. ..- attr(*, ".Environment")=<environment: R_GlobalEnv>
#> .. .. ..- attr(*, "predvars")= language list(debt_all_stgp_eval_mean, coa_grad_res)
#> .. .. ..- attr(*, "dataClasses")= Named chr [1:2] "numeric" "numeric"
#> .. .. .. ..- attr(*, "names")= chr [1:2] "debt_all_stgp_eval_mean" "coa_grad_res"
#> - attr(*, "class")= chr "lm"Let’s play around with the element named coefficients within the object mod1 using the syntax object_name$element_name
# names of elements in object mod1
names(mod1)
#> [1] "coefficients" "residuals" "effects" "rank" "fitted.values" "assign" "qr" "df.residual" "xlevels" "call" "terms" "model"
# mod1$coefficients
#print element
mod1$coefficients
#> (Intercept) coa_grad_res
#> 13445.9395041 0.9686902
#investigate structure of element
# a (named) numeric vector
mod1$coefficients %>% str()
#> Named num [1:2] 13445.94 0.969
#> - attr(*, "names")= chr [1:2] "(Intercept)" "coa_grad_res"
str(mod1$coefficients) # same same
#> Named num [1:2] 13445.94 0.969
#> - attr(*, "names")= chr [1:2] "(Intercept)" "coa_grad_res"
# names of element
mod1$coefficients %>% names()
#> [1] "(Intercept)" "coa_grad_res"
names(mod1$coefficients) # same same
#> [1] "(Intercept)" "coa_grad_res"
# length of element
mod1$coefficients %>% length()
#> [1] 2
length(mod1$coefficients) # same same
#> [1] 2
# so the mod1$coefficients is an object itself; it is a numeric vector of length=2
# print the first element of mod1$coefficients
mod1$coefficients[1]
#> (Intercept)
#> 13445.94
# print the second element of mod1$coefficients
mod1$coefficients[2]
#> coa_grad_res
#> 0.9686902A key takeaway from above code chunk
mod1$coefficients[1]
mod1$coefficients[2]
summary() functionUse the summary() after use running lm() to produce easier-to-read summary of regression results
summary() function
summary(object, ...)summary(object = mod1)summary(mod1)summary() function)
Run summary() function after running regression using lm()
mod1 <- lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
# priting output from summary(mod1)
#summary(object = mod1)
summary(mod1)
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25799 -5991 -926 5357 42453
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.93950 1830.24898 7.347 0.00000000000285 ***
#> coa_grad_res 0.96869 0.06069 15.962 < 0.0000000000000002 ***
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 9435 on 251 degrees of freedom
#> Multiple R-squared: 0.5038, Adjusted R-squared: 0.5018
#> F-statistic: 254.8 on 1 and 251 DF, p-value: < 0.00000000000000022Using str() to investigate object created by summary() function
summary(mod1) is a “list”;
mod1 is also a listsummary(mod1) is a list of 12 elements
summary(mod1) is a “named list”summary(mod1) using the syntax: object_name$element_name
summary(mod1)$coefficients# investigating object created by summary(mod1)
summary(mod1) %>% str()
#> List of 11
#> $ call : language lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#> $ terms :Classes 'terms', 'formula' language debt_all_stgp_eval_mean ~ coa_grad_res
#> .. ..- attr(*, "variables")= language list(debt_all_stgp_eval_mean, coa_grad_res)
#> .. ..- attr(*, "factors")= int [1:2, 1] 0 1
#> .. .. ..- attr(*, "dimnames")=List of 2
#> .. .. .. ..$ : chr [1:2] "debt_all_stgp_eval_mean" "coa_grad_res"
#> .. .. .. ..$ : chr "coa_grad_res"
#> .. ..- attr(*, "term.labels")= chr "coa_grad_res"
#> .. ..- attr(*, "order")= int 1
#> .. ..- attr(*, "intercept")= int 1
#> .. ..- attr(*, "response")= int 1
#> .. ..- attr(*, ".Environment")=<environment: R_GlobalEnv>
#> .. ..- attr(*, "predvars")= language list(debt_all_stgp_eval_mean, coa_grad_res)
#> .. ..- attr(*, "dataClasses")= Named chr [1:2] "numeric" "numeric"
#> .. .. ..- attr(*, "names")= chr [1:2] "debt_all_stgp_eval_mean" "coa_grad_res"
#> $ residuals : Named num [1:253] 16173 3626 -8549 1455 -2863 ...
#> ..- attr(*, "label")= chr "Average Stafford and Grad PLUS loan debt disbursed at this institution"
#> ..- attr(*, "names")= chr [1:253] "1" "2" "3" "4" ...
#> $ coefficients : num [1:2, 1:4] 13445.9395 0.9687 1830.249 0.0607 7.3465 ...
#> ..- attr(*, "dimnames")=List of 2
#> .. ..$ : chr [1:2] "(Intercept)" "coa_grad_res"
#> .. ..$ : chr [1:4] "Estimate" "Std. Error" "t value" "Pr(>|t|)"
#> $ aliased : Named logi [1:2] FALSE FALSE
#> ..- attr(*, "names")= chr [1:2] "(Intercept)" "coa_grad_res"
#> $ sigma : num 9435
#> $ df : int [1:3] 2 251 2
#> $ r.squared : num 0.504
#> $ adj.r.squared: num 0.502
#> $ fstatistic : Named num [1:3] 255 1 251
#> ..- attr(*, "names")= chr [1:3] "value" "numdf" "dendf"
#> $ cov.unscaled : num [1:2, 1:2] 0.0376335913301 -0.0000011804756 -0.0000011804756 0.0000000000414
#> ..- attr(*, "dimnames")=List of 2
#> .. ..$ : chr [1:2] "(Intercept)" "coa_grad_res"
#> .. ..$ : chr [1:2] "(Intercept)" "coa_grad_res"
#> - attr(*, "class")= chr "summary.lm"
summary(mod1)$coefficients
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.9395041 1830.24898197 7.346508 0.0000000000028486699404211586288820923229536675
#> coa_grad_res 0.9686902 0.06068575 15.962400 0.0000000000000000000000000000000000000004558158
summary(mod1)$coefficients %>% str()
#> num [1:2, 1:4] 13445.9395 0.9687 1830.249 0.0607 7.3465 ...
#> - attr(*, "dimnames")=List of 2
#> ..$ : chr [1:2] "(Intercept)" "coa_grad_res"
#> ..$ : chr [1:4] "Estimate" "Std. Error" "t value" "Pr(>|t|)"Grabbing individual elements from summary(mod1)$coefficients
summary(mod1)$coefficients[<row_num>,<col_num]
summary(mod1)$coefficients[2,1] to print estimate of \(\beta_1\)# the element "coefficients" created by summary() is a "matrix"
summary(mod1)$coefficients %>% class()
#> [1] "matrix" "array"
# more specifically, it is a 2 X 4 matrix, that is a matrix with 2 rows and 4 columns
summary(mod1)$coefficients %>% str()
#> num [1:2, 1:4] 13445.9395 0.9687 1830.249 0.0607 7.3465 ...
#> - attr(*, "dimnames")=List of 2
#> ..$ : chr [1:2] "(Intercept)" "coa_grad_res"
#> ..$ : chr [1:4] "Estimate" "Std. Error" "t value" "Pr(>|t|)"
# we can grab an individual cell within the matrix using this syntax:
# summary(mod1)$coefficients[<row_num>,<col_num]
summary(mod1)$coefficients[2,1] # this is the estimate for Beta_1
#> [1] 0.9686902General things we do in regression analysis
Step 1 of regression is to estimate parameters of the population linear regression model
Goal of estimation: use sample data to estimate population parameters:
Review of terms
Estimation problem:
We faced a similar estimation problem when we were trying to estimate population mean, \(\mu_Y\)!
How did statisticians decide that \(\bar{Y}= \frac{\sum_{i=1}^{n} Y_i}{n}\) was “best” estimate of \(\mu_Y\)? What criteria to make this decision?:
imagine that \(m\) is all potential estimates for \(\mu_Y\)
Criteria statisticians used to decide which \(m\) is the “best” estimate of \(\mu_Y\):
Below, we graph scatterplot of cost of attendance (X) and institution-level student debt (Y axis), and add a horizontal line for the mean value of institution-level student debt, \(\bar{Y}=\) 41084
#df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() + stat_smooth(method = 'lm')
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() +
geom_hline(yintercept=mean(df_socialwork$debt_all_stgp_eval_mean, na.rm = TRUE), linetype="dashed", color = "red")Population linear regression model
The estimation problem in regression
First some terminology:
Criteria for choosing “best” estimate of \(\hat{\beta_0}\) and \(\hat{\beta_1}\)
Sum of squared residuals (or sometimes called “sum of squared errors”):
\(\sum_{i=1}^{n}\) \((Y_i - \hat{Y_i})^2\)
\(\sum_{i=1}^{n}\) \((Y_i - (\hat{\beta_0} + \hat{\beta_1}X_i))^2\)
\(\sum_{i=1}^{n}\) \((u_i)^2\)
Conceptual explanation for use “sum of squared residuals” as the criteria for choosing values for \(\hat{\beta_0}\) and \(\hat{\beta_1}\)
Scatterplot of cost of attendance (X) and institution-level student debt (Y)
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() +
stat_smooth(method = 'lm') +
geom_hline(yintercept=mean(df_socialwork$debt_all_stgp_eval_mean, na.rm = TRUE), linetype="dashed", color = "red")Ordinary Least Squares (OLS) Estimator is a linear method for estimating parameters in a linear regression model based on the sum of squared errors criterion
RQ: What is the effect of cost of attendance (X) on institution-level student debt (Y)?
Population Linear Regression Model
OLS Prediction Line or “OLS Regression Line” (based on sample data)
Let’s run regression in R using lm() to calculate values for point estimates \(\hat{\beta_0}\) and \(\hat{\beta_1}\)
mod1 <- lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
summary(mod1)
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25799 -5991 -926 5357 42453
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.93950 1830.24898 7.347 0.00000000000285 ***
#> coa_grad_res 0.96869 0.06069 15.962 < 0.0000000000000002 ***
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 9435 on 251 degrees of freedom
#> Multiple R-squared: 0.5038, Adjusted R-squared: 0.5018
#> F-statistic: 254.8 on 1 and 251 DF, p-value: < 0.00000000000000022
summary(mod1)$coefficients %>% class()
#> [1] "matrix" "array"
# more specifically, it is a 2 X 4 matrix, that is a matrix with 2 rows and 4 columns
summary(mod1)$coefficients %>% str()
#> num [1:2, 1:4] 13445.9395 0.9687 1830.249 0.0607 7.3465 ...
#> - attr(*, "dimnames")=List of 2
#> ..$ : chr [1:2] "(Intercept)" "coa_grad_res"
#> ..$ : chr [1:4] "Estimate" "Std. Error" "t value" "Pr(>|t|)"
# we can grab an individual cell within the matrix using this syntax:
# summary(mod1)$coefficients[<row_num>,<col_num]
summary(mod1)$coefficients[1,1] # row 1, column 1; this is the estimate for Beta_0
#> [1] 13445.94
summary(mod1)$coefficients[2,1] # row 2, column 1; this is the estimate for Beta_1
#> [1] 0.9686902When we run a regression model, write out regression models like this (we will be doing this the rest of the quarter):
Once you write it out like this, easy to answer questions about your regression model
Predict the the expected value institution-level student debt at a university where annual cost of attendance is $20,000? That is, what is \(E(\hat{Y_i}|X=20,000)\)?
Predict the the expected value value of institution-level student debt at a university where annual cost of attendance is $50,000? That is, what is \(E(\hat{Y_i}|X=50,000)\)?
Interpreting \(\hat{\beta_0}\) and \(\hat{\beta_1}\) in words
0 is 13445.94Introducing, \(R^2\), “the coefficient of determination”
Reminder of where we left off:
In the summary of the regression output below, notice the following:
mod1 <- lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
summary(mod1)
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25799 -5991 -926 5357 42453
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.93950 1830.24898 7.347 0.00000000000285 ***
#> coa_grad_res 0.96869 0.06069 15.962 < 0.0000000000000002 ***
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 9435 on 251 degrees of freedom
#> Multiple R-squared: 0.5038, Adjusted R-squared: 0.5018
#> F-statistic: 254.8 on 1 and 251 DF, p-value: < 0.00000000000000022
#summary(mod1) %>% str() # show structure of object created by summary(mod1)
# print r-squared using syntax object_name$element_name
summary(mod1)$r.squared
#> [1] 0.5037547What does \(R^2\) measure?
Looking at the below scatterplot of cost of attendance (\(X\)) and institution-level debt(\(Y\)); with mean value of debt as horizontal dotted line and OLS prediction line as solid blue line
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() +
stat_smooth(method = 'lm') +
geom_hline(yintercept=mean(df_socialwork$debt_all_stgp_eval_mean, na.rm = TRUE), linetype="dashed", color = "red")Interpreting \(R^2\)
Formula for \(R^2\)
\(R^2 = \frac{\text{variance in Y that is explained by X}}{\text{total variance in Y}} = \frac{\text{Explained Sum of Squares}}{\text{Total Sum of Squares}} = \frac{ESS}{TSS}\)
OR
\(R^2 = 1- \frac{\text{variance in Y that not explained explained by X}}{\text{total variance in Y}} = 1- \frac{\text{Sum of Squared Residuals}}{\text{Total Sum of Squares}} = 1- \frac{SSR}{TSS}\)
Components of \(R^2\)
\(TSS = ESS + SSR\)
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() +
stat_smooth(method = 'lm') +
geom_hline(yintercept=mean(df_socialwork$debt_all_stgp_eval_mean, na.rm = TRUE), linetype="dashed", color = "red")Calculating \(\bar{Y}\), \(\hat{Y}_i\), and \(\hat{u}_i\)
#summary(mod1) %>% str()
# mean value of y for each i
ybar <- mean(df_socialwork$debt_all_stgp_eval_mean, na.rm = TRUE)
ybar
#> [1] 41084.36
# predicted values for each y_i
yhat_i <- summary(mod1)$coefficients[1,1] + summary(mod1)$coefficients[2,1]*df_socialwork$coa_grad_res
# residual for each Y_i
u_i <- df_socialwork$debt_all_stgp_eval_mean - yhat_iCalculating TSS, ESS, and SSR
# total sum of squares (TSS)
tss <- sum((df_socialwork$debt_all_stgp_eval_mean - ybar)^2, na.rm = TRUE)
tss
#> [1] 45021707772
# Explained sum of squares (ESS)
ess <- sum((yhat_i - ybar)^2, na.rm = TRUE)
ess
#> [1] 22679895162
# Sum of squared residuals (SSR)
ssr <- sum((df_socialwork$debt_all_stgp_eval_mean - yhat_i)^2, na.rm = TRUE)
ssr
#> [1] 22341812610
# or calculate this way, based on u_i
sum(u_i^2)
#> [1] 22341812610Calculating \(R^2\)
\(R^2\) as ESS/TSS
# calculating R^2 as ESS/TSS
#sum((yhat_i - ybar)^2, na.rm = TRUE)/sum((df_socialwork$debt_all_stgp_eval_mean - ybar)^2, na.rm = TRUE)
ess/tss
#> [1] 0.5037547OR
\(R^2\) as 1 - SSR/TSS
# calculating R^2 as (1- SSR/TSS)
#1 - sum((df_socialwork$debt_all_stgp_eval_mean - yhat_i)^2, na.rm = TRUE)/sum((df_socialwork$debt_all_stgp_eval_mean - ybar)^2, na.rm = TRUE)
1 - ssr/tss
#> [1] 0.5037547
\(R^2 = \frac{\text{variance in Y that is explained by X}}{\text{total variance in Y}} = \frac{ESS}{TSS}=\)
Note that in R:
summary() will only give you the \(R^2\)anova() will give you ESS and SSR (but not TSS)
Using summary() to calculate \(R^2\)
summary(mod1)
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25799 -5991 -926 5357 42453
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.93950 1830.24898 7.347 0.00000000000285 ***
#> coa_grad_res 0.96869 0.06069 15.962 < 0.0000000000000002 ***
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 9435 on 251 degrees of freedom
#> Multiple R-squared: 0.5038, Adjusted R-squared: 0.5018
#> F-statistic: 254.8 on 1 and 251 DF, p-value: < 0.00000000000000022
Using anova() to calculate \(R^2\)
anova(mod1)
#> # A tibble: 2 x 5
#> Df `Sum Sq` `Mean Sq` `F value` `Pr(>F)`
#> <int> <dbl> <dbl> <dbl> <dbl>
#> 1 1 22679895162. 22679895162. 255. 4.56e-40
#> 2 251 22341812610. 89011206. NA NA
anova(mod1) %>% str()
#> Classes 'anova' and 'data.frame': 2 obs. of 5 variables:
#> $ Df : int 1 251
#> $ Sum Sq : num 22679895162 22341812610
#> $ Mean Sq: num 22679895162 89011206
#> $ F value: num 255 NA
#> $ Pr(>F) : num 0.000000000000000000000000000000000000000456 NA
#> - attr(*, "heading")= chr [1:2] "Analysis of Variance Table\n" "Response: debt_all_stgp_eval_mean"
# this 2-element vector contains ESS and SSR
anova(mod1)$"Sum Sq"
#> [1] 22679895162 22341812610
# ESS
anova(mod1)$"Sum Sq"[1]
#> [1] 22679895162
# SSR
anova(mod1)$"Sum Sq"[2]
#> [1] 22341812610
# TSS
anova(mod1)$"Sum Sq"[1] + anova(mod1)$"Sum Sq"[2]
#> [1] 45021707772
# R squared
anova(mod1)$"Sum Sq"[1]/(anova(mod1)$"Sum Sq"[1] + anova(mod1)$"Sum Sq"[2])
#> [1] 0.5037547Student Exercise #1
RQ1: What is the relationship between cost of attendance (X) and earnings (Y) (2 year after graduation)?
coa_grad_researn_mdn_hi_2yrmod2)summary(mod2):
anova(mod2):
Student Exercise #1 [SOLUTIONS]
RQ1: What is the relationship between cost of attendance (X) and earnings (Y) (2 year after graduation)?
mod2)summary(mod2):
anova(mod2):
mod2 <- lm(formula = earn_mdn_hi_2yr ~ coa_grad_res, data = df_socialwork)
summary(mod2)
#>
#> Call:
#> lm(formula = earn_mdn_hi_2yr ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25269.1 -3206.9 -618.3 2606.2 27027.8
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 42957.23208 1241.04364 34.614 <0.0000000000000002 ***
#> coa_grad_res 0.08525 0.04084 2.087 0.0379 *
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 6186 on 231 degrees of freedom
#> (20 observations deleted due to missingness)
#> Multiple R-squared: 0.01851, Adjusted R-squared: 0.01427
#> F-statistic: 4.357 on 1 and 231 DF, p-value: 0.03794
anova(mod2)
#> # A tibble: 2 x 5
#> Df `Sum Sq` `Mean Sq` `F value` `Pr(>F)`
#> <int> <dbl> <dbl> <dbl> <dbl>
#> 1 1 166755675. 166755675. 4.36 0.0379
#> 2 231 8840224276. 38269369. NA NA
anova(mod2)$"Sum Sq"[1] / (anova(mod2)$"Sum Sq"[1] + anova(mod2)$"Sum Sq"[2])
#> [1] 0.01851405Sample standard Error of the Regression (SER), denoted SER or \(\hat{\sigma}_{\hat{u}}\) or \(s_{\hat{u}}\)
Comparison of sample standard deviation \(\hat{\sigma}_{Y}\) and SER
Formula for SER
SER is called “Residual Standard Error” in output of summary()
object_name$element_name, SER can be referenced by: summary(mod1)$sigmamod1 <- lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
summary(mod1)
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25799 -5991 -926 5357 42453
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.93950 1830.24898 7.347 0.00000000000285 ***
#> coa_grad_res 0.96869 0.06069 15.962 < 0.0000000000000002 ***
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 9435 on 251 degrees of freedom
#> Multiple R-squared: 0.5038, Adjusted R-squared: 0.5018
#> F-statistic: 254.8 on 1 and 251 DF, p-value: < 0.00000000000000022
# this syntax references SER
summary(mod1)$sigma
#> [1] 9434.575Calculating SER
\(SER = \sqrt{\frac{SSR}{n-2}}= \sqrt{ \frac {\sum_{i=1}^{n} ({Y_{i} -\hat{Y}_i)^2}} {n-2} } = \sqrt{ \frac {\sum_{i=1}^{n} (\hat{u_{i}})^2} {n-2}}\)
can calculate SER using output from anova() function, which provides SSR
anova(mod1)$"Sum Sq"[2]anova(mod1)$Df[2]sqrt( (22,341,812,610)/(251) ) = 9434.5750099anova(mod1)
#> # A tibble: 2 x 5
#> Df `Sum Sq` `Mean Sq` `F value` `Pr(>F)`
#> <int> <dbl> <dbl> <dbl> <dbl>
#> 1 1 22679895162. 22679895162. 255. 4.56e-40
#> 2 251 22341812610. 89011206. NA NA
# Sum of squared residuals
anova(mod1)$"Sum Sq"[2]
#> [1] 22341812610
# denominator of SER is DF of sum of squared residuals
anova(mod1)$Df[2]
#> [1] 251
# SER
sqrt(anova(mod1)$"Sum Sq"[2]/anova(mod1)$Df[2])
#> [1] 9434.575
#format(round(sqrt(anova(mod1)$"Sum Sq"[2]/anova(mod1)$Df[2]), digits=4),big.mark = ',')Interpreting SER
Recall we have:
\(SER = \sqrt{\frac{SSR}{n-2}}=\) 9,435
Comparison of SER to sample standard deviation of \(Y\), \(\hat{\sigma}_Y\)
# standard deviation of Y
sd(df_socialwork$debt_all_stgp_eval_mean, na.rm = TRUE)
#> [1] 13366.28
# Standard error of the regression
summary(mod1)$sigma
#> [1] 9434.575Comments on SER and \(R^2\)
\(R^2\)
\(SER\)
Econometrics Research & Model Fit
Student Exercise #2
RQ1: What is the relationship between cost of attendance (X) and earnings (Y) (2 year after graduation)?
coa_grad_researn_mdn_hi_2yrmod2)summary(mod2):
anova(mod2):
Student Exercise #2 [SOLUTIONS]
RQ1: What is the relationship between cost of attendance (X) and earnings (Y) (2 year after graduation)?
summary(mod2):
anova(mod2):
mod2 <- lm(formula = earn_mdn_hi_2yr ~ coa_grad_res, data = df_socialwork)
summary(mod2)
#>
#> Call:
#> lm(formula = earn_mdn_hi_2yr ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25269.1 -3206.9 -618.3 2606.2 27027.8
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 42957.23208 1241.04364 34.614 <0.0000000000000002 ***
#> coa_grad_res 0.08525 0.04084 2.087 0.0379 *
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 6186 on 231 degrees of freedom
#> (20 observations deleted due to missingness)
#> Multiple R-squared: 0.01851, Adjusted R-squared: 0.01427
#> F-statistic: 4.357 on 1 and 231 DF, p-value: 0.03794
anova(mod2)
#> # A tibble: 2 x 5
#> Df `Sum Sq` `Mean Sq` `F value` `Pr(>F)`
#> <int> <dbl> <dbl> <dbl> <dbl>
#> 1 1 166755675. 166755675. 4.36 0.0379
#> 2 231 8840224276. 38269369. NA NA
#square root of sum of squared residuals divided by degress of freedom
sqrt(anova(mod2)$"Sum Sq"[2]/anova(mod2)$Df[2])
#> [1] 6186.224
#or
summary(mod2)$sigma
#> [1] 6186.224This section teaches how to test hypotheses about \(\beta_1\) using the point estimate \(\hat{\beta_1}\), which you calculate from R
mod1 <- lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
summary(mod1)
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25799 -5991 -926 5357 42453
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.93950 1830.24898 7.347 0.00000000000285 ***
#> coa_grad_res 0.96869 0.06069 15.962 < 0.0000000000000002 ***
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 9435 on 251 degrees of freedom
#> Multiple R-squared: 0.5038, Adjusted R-squared: 0.5018
#> F-statistic: 254.8 on 1 and 251 DF, p-value: < 0.00000000000000022Research question and models
Looking above, it seems like the interpretation of \(\beta_1\) – “the average change in the value of \(Y\) associated with a one-unit increase in \(X\)” – is the answer to our primary research question
The fundamental goal of causal inference research is to make statements about \(\beta_1\)
But \(\beta_1\) is a population parameter. We usually don’t know it. For two reasons:
Let’s put aside the causal/experimental concern for now and focus on the first problem: we want to make statements about \(\beta_1\) but \(\beta_1\) is a population parameter and we only have data from a single random sample. so what do we do?:
We always test the same hypothesis about \(\beta_1\)
0; that is, there is no relationship \(X\) and \(Y\)Why this hypothesis?
Recall that we followed these five steps when testing hypotheses about \(\mu_Y\) and when testing hypotheses about whether the population means of two groups are equal to one another (e.g., \(\mu_{treatment}=\mu_{control}\)):
When testing hypotheses about \(\beta_1\), we follow these same five steps!
For now, we’ll state the following assumptions as necessary to test hypotheses about \(\beta_1\):
Testing hypotheses about \(\beta_1\) requires more assumptions; we’ll introduce these later
Note: in our example, relationship between cost of attendance (\(X\)) and student debt (\(Y\)) for MA in social work programs, we our pretending that our sample is a random sample from the population of all MA in social work programs. But we definitely don’t have a random sample because systematically drop MA in social programs with modest enrollment
RQ: What is the relationship between cost of attendance (\(X\)) on institution-level student debt (\(Y\))?
Good to set alpha level (rejection region) at the same time we specify null and alternative hypotheses
.05Note: We almost always test two-sided hypotheses about regression coefficients
After calculating the OLS estimate \(\hat{\beta}_1\), we can calculate a test statistic, \(t\), that will provide evidence necessary to make a decision about rejecting \(H_0\) or not
Recall the general formula for (any) test statistic
Test statistic for testing hypothesis about \(\beta_1\)
Calculating \(t\) for our RQ: relationship between cost of attendance (\(X\)) and institution-level debt (\(Y\))
Based on output from below regression model
mod1 <- lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
summary(mod1)
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25799 -5991 -926 5357 42453
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.93950 1830.24898 7.347 0.00000000000285 ***
#> coa_grad_res 0.96869 0.06069 15.962 < 0.0000000000000002 ***
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 9435 on 251 degrees of freedom
#> Multiple R-squared: 0.5038, Adjusted R-squared: 0.5018
#> F-statistic: 254.8 on 1 and 251 DF, p-value: < 0.00000000000000022
# printing output from the element named coefficients
summary(mod1)$coefficients
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.9395041 1830.24898197 7.346508 0.0000000000028486699404211586288820923229536675
#> coa_grad_res 0.9686902 0.06068575 15.962400 0.0000000000000000000000000000000000000004558158Conceptually, test statistic for \(H_0: \beta_1 =0\) is the same as test statistic about the value of a single population mean, \(\mu_Y\), and is as follows:
We calculate the test statistic under the assumption that \(H_0: \beta_1 =0\) is true
We draw the hypothetical sampling distribution of \(\hat{\beta}_1\) centered at \(H_0: \beta_1 =0\)
We plot our point estimate \(\hat{\beta}_1\) from our single random sample on the sampling distribution of \(\hat{\beta}_1\) centered at \(H_0: \beta_1 =0\)
Below, we plot the sampling distribution associated with \(H_0: \beta_1 =0\) using the function we created named plot_t_distribution()
mod1 <- lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
summary(mod1)
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25799 -5991 -926 5357 42453
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.93950 1830.24898 7.347 0.00000000000285 ***
#> coa_grad_res 0.96869 0.06069 15.962 < 0.0000000000000002 ***
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 9435 on 251 degrees of freedom
#> Multiple R-squared: 0.5038, Adjusted R-squared: 0.5018
#> F-statistic: 254.8 on 1 and 251 DF, p-value: < 0.00000000000000022
plot_t_distribution(beta_y = 'debt_all_stgp_eval_mean', beta_x = 'coa_grad_res', data_df = df_socialwork)
p-value
Above, we chose an alpha level of \(\alpha= 0.05\); so if our observed p-value is less than .05, then we reject \(H_0: \beta_1 = 0\)
And because two-sided alternative hypotheses are at least as conservative as one-sided alternative hypotheses, we can also conclude that \(\beta_1 \gt 0\)
Our estimate \(\hat{\beta}_1\) = 0.97 can be interpreted as follows:
Anytime we talk about hypothesis testing, we are using estimates from one random sample to make statements about population parameters
Standard error (SE) tells us how far away (on average) an estimate is likely to be from population parameter
When is SE(\(\hat{\beta_1}\)) likely to be low?
Below, the number of black and blue dots is the same. Using which sample would you get a more accurate regression line?
RQ1: What is the relationship between cost of attendance (X) and earnings (Y) (2 year after graduation)?
Write out the null and alternative hypotheses for \(\beta_1\)
Run regression in R
coa_grad_researn_mdn_hi_2yrBased on regression output in Q2 and t-statistic formula, show why t=2.087 for \(\hat{\beta_1}\)
Draw sampling distribution of \(\hat{\beta_1}\) assuming \(H_0\) is true. Label the following:
Student Exercise #3 [SOLUTIONS]
mod2 <- lm(formula = earn_mdn_hi_2yr ~ coa_grad_res, data = df_socialwork) summary(mod2)mod2 <- lm(formula = earn_mdn_hi_2yr ~ coa_grad_res, data = df_socialwork)
summary(mod2)$coefficients
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 42957.23207812 1241.04363768 34.613797 0.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000002210637
#> coa_grad_res 0.08524904 0.04083898 2.087443 0.037944420710803221374884941496929968707263469696044921875000000000000000000000000000000000000000000t = \(\frac {\hat{\beta_1}- \beta_1,0} {SE(\hat{\beta_1})}\) =\(\frac {0.08524904 - 0} {0.04083898}\) = 2.087443
This section briefly introduces a class of variables called “factor” variables; When running regression in R with a categorical \(X\) variable (e.g., marital status), the \(X\) variable must be factor variable
For this section, we will use the dataframes df_mba and df_mba_fac. These data frmes have tuition, earnings, and debt data associated with master’s in business administration (MBA) programs. The two data frames are exactly the same except:
df_mba: categorical variables (e.g., locale,urban) are stored as labelled classdf_mba_factor: categorical variables (e.g., locale,urban) are stored as factor class# df_mba
df_mba %>% glimpse()
#> Rows: 665
#> Columns: 36
#> $ opeid6 <chr> "001002", "001052", "025034", "001055", "001051", "001009", "001003", "001004", "001016", "001036", "001047", "001063", "001061", "001081", "001083", "001082", "001101", "001108", "001090", "001089", "001092", "001097", "001100", "001107", "001117", "001125", "001133", "001143", "007993", "001157", "001142", "001144", "001146", "001141", "001147", "001137", "001138", "001139", "001140", "001153", "001150", "001313", "001314", "001315", "001316", "001317", "001164", "020705", "001196", "001253", "001205", "001183", "001149", "001216", "001215", "001243", "011460", "001179", "001252", "001329", "010149", "001262", "001322", "001151", "010395", "001154", "001325", "001155", "001326", "001302", "001156", "001328", "001343", "001345", "004508", "004509", "001370", "009401", "001350", "001371", "001363", "001374", "001416", "001378", "001417", "001385", "001422", "001397", "001402", "001403", "001409", "001406", "001380", "001431", "007948", "001434", "001443", "001444", "001460", "001466", "001505", "003954", "001479", "001480", "001481", "001469", "009635", "001488", "001535", "001495", "021519", "001536", "009841", "001509", "008849", "001515", "001526", "001537", "001468", "001531", "001521", "001538", "003955", "001544", "001556", "008976", "001561", "001564", "001569", "001573", "001602", "001572", "001598", "001588", "001599", "001601", "001605", "001610", "007279", "001616", "001620", "001626", "001624", "001634", "001641", "001666", "001671", "001674", "001676", "009145", "001776", "001767", "001692", "001700", "001707", "001710", "001722", "001733", "001734", "001735", "001737", "001739", "001693", "001741", "001746", "001748", "001749", "001750", "001664", "001768", "001758", "001759", "001780", "001785", "001787", "001788", "001800", "001804", "001808", "001807", "001811", "001822", "001832", "001842", "001891", "001869", "001892", "001880", "001889", "001893", "001903", "001927", "001915", "001918", "001948", "001939", "001928", "007032", "001926", "001943", "001940", "001949", "001950", "001954", "001959", "001962", "001975", "002002", "002010", "002008", "002017", "002015", "002005", "002020", "002024", "002025", "002031", "002029", "002053", "002051", "002054", "002052", "002102", "002062", "002072", "002076", "002077", "002078", "011644", "002103", "002083", "002086", "002091", "002114", "002117", "002118", "002122", "002124", "002128", "002130", "002133", "002183", "021829", "002139", "002143", "002184", "002161", "002221", "002222", "002199", "002188", "002208", "002211", "002210", "002218", "002226", "002233", "002190", "002238", "002243", "002249", "002323", "002259", "002262", "002266", "002279", "002325", "002290", "002326", "002327", "002307", "002314", "002316", "002318", "002329", "002330", "002334", "009058", "002347", "002354", "010374", "003969", "002371", "002377", "002380", "002345", "002342", "002375", "002394", "002396", "002397", "002403", "002410", "002440", "002424", "002415", "002423", "002441", "002447", "002449", "002454", "002461", "002463", "002464", "002480", "007540", "002496", "002498", "002499", "002506", "002501", "002503", "002520", "002521", "002525", "002536", "009743", "002539", "002554", "002565", "002540", "002566", "002569", "002568", "002575", "002579", "002580", "002591", "002586", "002598", "002599", "002607", "002610", "002608", "002609", "002613", "002622", "002616", "002617", "002621", "009344", "002628", "002629", "002638", "002639", "009345", "021922", "002625", "002651", "002653", "002663", "002657", "002650", "002664", "002666", "002668", "002681", "002699", "009769", "002707", "002711", "007273", "002687", "007022", "002712", "002713", "002722", "002732", "002737", "002744", "002748", "002751", "002758", "002765", "002772", "002775", "002778", "002703", "020662", "002785", "002782", "002790", "002791", "002805", "002806", "002810", "002817", "002705", "002825", "002821", "002823", "002835", "002836", "002837", "002838", "002842", "002846", "002848", "010286", "002853", "002882", "010142", "002883", "002899", "002906", "002913", "002923", "002927", "002928", "002929", "002941", "002948", "002905", "002974", "002975", "002976", "002950", "002972", "002984", "002954", "002955", "002957", "002978", "002985", "002981", "002992", "002994", "003005", "002997", "003123", "003012", "003014", "003018", "003023", "003024", "003125", "003032", "003127", "003045", "003050", "003051", "003066", "003069", "003072", "003077", "007085", "003033", "003035", "003090", "003100", "003121", "003131", "010923", "003134", "003135", "003078", "003144", "003145", "003151", "003149", "003152", "003161", "003170", "003166", "003184", "003179", "003181", "003185", "003193", "003194", "003208", "003210", "003223", "003212", "003216", "003224", "003219", "003986", "003233", "003315", "003241", "003316", "003303", "003244", "003318", "003252", "003256", "003258", "003259", "003266", "003267", "003270", "003275", "003277", "003287", "003288", "003289", "003290", "003296", "003988", "003329", "003378", "003357", "003360", "003366", "003384", "003362", "003326", "003327", "003371", "003388", "003391", "003328", "003313", "003394", "003399", "003402", "003404", "003406", "003414", "003411", "003418", "003419", "003422", "003428", "003425", "003441", "003448", "003451", "003456", "003469", "003474", "003478", "003479", "003481", "003482", "003485", "003486", "003487", "003496", "003500", "003502", "003509", "003510", "003529", "003530", "003531", "003522", "003523", "003527", "003528", "003537", "003541", "003545", "003557", "011161", "003560", "003651", "031703", "003565", "003576", "011711", "003612", "013231", "003652", "003578", "003581", "009651", "003584", "003588", "003592", "003594", "003598", "003630", "003604", "003621", "003654", "003606", "003623", "003613", "003616", "003624", "003615", "003631", "003639", "003632", "003656", "003658", "009741", "003661", "011163", "003636", "010115", "003642", "003644", "003646", "003663", "003665", "003670", "003678", "003677", "004027", "003675", "003680", "003681", "003684", "003692", "003696", "003705", "030913", "003708", "003749", "003714", "003721", "020530", "003720", "003746", "003724", "003728", "003737", "003754", "003735", "003745", "013022", "003775", "003778", "003783", "003785", "003794", "003790", "003800", "003798", "003802", "003804", "003812", "003827", "003832", "003837", "003838", "003842", "003848", "003854", "003861", "003863", "003911", "003917", "003920", "003896", "003921", "003923", "003932", "025875", "003941", "011719", "001825", "006942", "041618", "030113", "030375", "032603", "033394", "032553", "039803", "041425", "001579"
#> $ unitid <dbl> 100654, 100663, 100690, 100706, 100751, 100858, 101189, 101709, 101879, 102049, 102368, 102614, 102669, 104151, 104179, 105330, 106245, 106397, 106458, 106467, 106704, 107044, 107141, 107983, 109785, 110361, 110413, 110422, 110486, 110495, 110510, 110529, 110538, 110547, 110556, 110565, 110574, 110583, 110592, 110608, 110617, 110644, 110653, 110662, 110671, 110680, 111948, 112075, 113698, 114813, 115083, 115728, 115755, 117140, 117627, 119173, 119605, 120184, 120537, 120883, 121150, 121309, 121691, 122409, 122436, 122597, 122612, 122755, 122931, 123554, 123572, 123961, 125897, 126182, 126562, 126580, 126614, 126669, 126818, 127060, 127918, 128498, 128744, 128771, 129020, 129242, 129525, 129941, 130226, 130253, 130314, 130493, 130776, 130943, 131113, 131159, 131450, 131469, 131876, 132471, 132657, 132903, 133553, 133650, 133669, 133881, 133951, 134079, 134130, 134945, 135081, 135726, 136172, 136215, 136330, 136950, 137032, 137351, 137476, 137546, 137564, 137847, 138354, 138716, 139199, 139311, 139366, 139658, 139755, 139764, 139861, 139931, 139959, 140818, 141264, 141334, 141486, 141574, 141644, 142115, 142276, 142285, 142461, 143118, 143358, 144351, 144740, 144892, 144962, 145336, 145600, 145619, 145813, 146339, 146612, 146719, 147013, 147536, 147660, 147679, 147703, 147767, 147776, 147828, 148335, 148405, 148487, 148496, 148584, 148627, 149222, 149231, 149772, 150066, 150145, 150163, 150677, 151263, 151306, 151324, 151388, 151801, 152336, 152600, 153278, 153603, 153658, 154013, 154235, 154493, 154688, 155025, 155061, 155089, 155317, 155335, 155399, 155520, 155681, 155812, 155900, 156082, 156125, 156286, 156365, 156541, 157377, 157951, 159391, 159647, 159717, 159939, 159966, 159993, 160612, 160621, 160658, 160755, 161253, 161518, 161554, 161563, 161873, 162007, 162584, 162760, 162928, 163046, 163204, 163286, 163453, 163462, 163851, 164447, 164492, 164562, 164632, 164739, 164924, 164988, 165015, 165024, 165167, 165334, 165529, 165820, 166513, 166629, 166638, 167358, 167729, 167783, 167899, 167987, 168005, 168254, 168421, 168430, 168740, 169248, 169479, 169716, 169798, 169983, 170037, 170675, 170976, 171100, 171137, 171146, 171571, 172051, 172264, 172334, 172644, 172699, 173045, 173160, 173328, 173665, 174020, 174066, 174491, 174783, 174817, 174914, 175005, 175078, 175272, 175342, 175421, 175616, 175856, 176017, 176044, 176053, 176080, 176372, 176479, 176628, 176965, 177214, 177339, 177418, 177968, 178244, 178624, 178721, 179043, 179159, 179557, 179566, 179867, 179894, 179964, 180489, 180814, 180948, 181394, 181464, 181604, 181783, 182281, 182290, 182795, 182980, 183026, 183080, 183211, 183910, 183974, 184603, 184612, 184773, 184782, 185129, 185262, 185572, 185590, 185828, 186201, 186283, 186380, 186432, 186867, 186876, 187046, 187444, 187648, 187897, 187985, 188030, 188182, 188304, 188429, 188641, 189705, 190044, 190114, 190150, 190415, 190512, 190549, 190637, 190716, 190761, 191241, 191649, 191931, 192192, 192323, 192448, 192703, 192819, 193016, 193292, 193353, 193399, 193654, 193900, 194091, 194161, 194310, 194958, 195003, 195128, 195164, 195234, 195544, 195720, 195809, 196060, 196079, 196088, 196097, 196130, 196176, 196194, 196264, 196291, 196413, 196592, 197045, 197197, 197869, 198136, 198464, 198516, 198543, 198561, 198835, 199032, 199102, 199120, 199139, 199148, 199157, 199193, 199218, 199281, 199306, 199412, 199847, 199962, 200004, 200217, 200253, 200280, 200332, 200800, 201104, 201195, 201441, 201548, 201645, 201885, 202134, 202480, 202763, 203368, 203517, 203580, 203757, 203775, 204024, 204194, 204200, 204617, 204796, 204857, 206048, 206084, 206279, 206349, 206437, 206604, 206622, 206695, 206835, 206862, 206941, 207263, 207388, 207458, 207500, 207847, 207865, 207971, 208646, 208822, 209409, 209542, 209551, 209612, 209807, 209825, 210146, 210739, 210775, 211158, 211352, 211361, 211431, 211556, 211644, 211981, 212054, 212106, 212133, 212601, 212656, 212832, 212984, 213020, 213367, 213507, 213543, 213598, 213826, 214272, 214777, 215062, 215442, 215691, 215743, 215929, 215947, 216010, 216038, 216339, 216597, 216694, 216764, 216852, 216931, 217059, 217165, 217235, 217402, 217484, 217536, 217633, 217688, 217776, 217819, 217882, 218441, 218663, 218724, 218964, 219383, 219471, 219602, 219709, 219806, 219833, 219949, 219976, 220075, 220516, 220613, 220631, 220862, 220978, 221740, 221759, 221768, 221838, 221847, 221953, 221971, 222178, 222831, 223232, 224004, 224147, 224226, 224323, 224545, 224554, 225399, 225414, 225432, 225502, 225511, 225627, 226091, 226152, 226231, 226471, 226833, 227216, 227331, 227526, 227757, 227845, 227863, 227881, 228149, 228246, 228325, 228431, 228459, 228529, 228705, 228723, 228769, 228778, 228787, 228796, 228802, 228875, 229027, 229063, 229115, 229179, 229780, 229814, 230038, 230603, 230728, 230737, 230764, 230782, 230807, 230852, 230995, 231174, 231624, 231651, 232043, 232186, 232265, 232423, 232557, 232609, 232681, 232706, 232982, 233541, 233921, 234030, 234076, 234915, 235097, 235316, 236133, 236230, 236452, 236595, 236939, 236948, 237011, 237066, 237367, 238032, 238193, 238430, 238458, 238616, 238661, 238980, 239080, 239105, 240107, 240268, 240365, 240453, 240462, 240471, 240727, 241739, 243346, 243601, 243780, 245953, 262086, 366711, 367884, 409698, 433387, 433660, 441937, 459727, 482149
#> $ instnm <chr> "Alabama A & M University", "University of Alabama at Birmingham", "Amridge University", "University of Alabama in Huntsville", "The University of Alabama", "Auburn University", "Faulkner University", "University of Montevallo", "University of North Alabama", "Samford University", "Troy University", "University of Alaska Fairbanks", "Alaska Pacific University", "Arizona State University-Tempe", "University of Arizona", "Northern Arizona University", "University of Arkansas at Little Rock", "University of Arkansas", "Arkansas State University-Main Campus", "Arkansas Tech University", "University of Central Arkansas", "Harding University", "John Brown University", "Southern Arkansas University Main Campus", "Azusa Pacific University", "California Baptist University", "California Lutheran University", "California Polytechnic State University-San Luis Obispo", "California State University-Bakersfield", "California State University-Stanislaus", "California State University-San Bernardino", "California State Polytechnic University-Pomona", "California State University-Chico", "California State University-Dominguez Hills", "California State University-Fresno", "California State University-Fullerton", "California State University-East Bay", "California State University-Long Beach", "California State University-Los Angeles", "California State University-Northridge", "California State University-Sacramento", "University of California-Davis", "University of California-Irvine", "University of California-Los Angeles", "University of California-Riverside", "University of California-San Diego", "Chapman University", "Concordia University-Irvine", "Dominican University of California", "Fresno Pacific University", "Golden Gate University-San Francisco", "Holy Names University", "Humboldt State University", "University of La Verne", "La Sierra University", "Mount Saint Mary's University", "National University", "Notre Dame de Namur University", "Hope International University", "University of the Pacific", "Pepperdine University", "Point Loma Nazarene University", "University of Redlands", "San Diego State University", "University of San Diego", "San Francisco State University", "University of San Francisco", "San Jose State University", "Santa Clara University", "Saint Mary's College of California", "Sonoma State University", "University of Southern California", "Woodbury University", "Adams State University", "University of Colorado Denver/Anschutz Medical Campus", "University of Colorado Colorado Springs", "University of Colorado Boulder", "Colorado Christian University", "Colorado State University-Fort Collins", "University of Denver", "Regis University", "Albertus Magnus College", "University of Bridgeport", "Central Connecticut State University", "University of Connecticut", "Fairfield University", "University of Hartford", "University of New Haven", "Quinnipiac University", "Sacred Heart University", "University of Saint Joseph", "Southern Connecticut State University", "Western Connecticut State University", "University of Delaware", "Wilmington University", "American University", "Gallaudet University", "George Washington University", "Trinity Washington University", "Barry University", "Lynn University", "University of Central Florida", "Embry-Riddle Aeronautical University-Daytona Beach", "Florida Agricultural and Mechanical University", "Florida Atlantic University", "Florida Institute of Technology", "Florida International University", "Florida Southern College", "University of Florida", "Jacksonville University", "Keiser University-Ft Lauderdale", "University of Miami", "University of North Florida", "Nova Southeastern University", "Palm Beach Atlantic University", "Rollins College", "Saint Leo University", "University of South Florida-Main Campus", "St. Thomas University", "Stetson University", "Southeastern University", "The University of Tampa", "The University of West Florida", "Albany State University", "Brenau University", "Clayton State University", "Columbus State University", "Emory University", "Georgia Institute of Technology-Main Campus", "Georgia Southwestern State University", "Georgia College & State University", "Georgia Southern University", "University of Georgia", "Piedmont College", "Valdosta State University", "University of West Georgia", "Chaminade University of Honolulu", "University of Hawaii at Manoa", "Hawaii Pacific University", "Boise State University", "Idaho State University", "University of Idaho", "Northwest Nazarene University", "Aurora University", "Bradley University", "Concordia University-Chicago", "DePaul University", "Eastern Illinois University", "Elmhurst College", "Governors State University", "University of Illinois at Chicago", "Benedictine University", "Illinois State University", "Judson University", "Lewis University", "Loyola University Chicago", "McKendree University", "National Louis University", "North Central College", "North Park University", "Northern Illinois University", "Northwestern University", "Northeastern Illinois University", "Olivet Nazarene University", "Robert Morris University Illinois", "Rockford University", "Roosevelt University", "Dominican University", "University of St Francis", "Saint Xavier University", "Southern Illinois University-Carbondale", "Southern Illinois University-Edwardsville", "Western Illinois University", "Anderson University", "Bethel University", "Butler University", "Grace College and Theological Seminary", "University of Indianapolis", "University of Southern Indiana", "Indiana State University", "Indiana University-East", "Indiana Wesleyan University-Marion", "University of Saint Francis-Fort Wayne", "Valparaiso University", "University of Dubuque", "Iowa State University", "University of Iowa", "Mount Mercy University", "Saint Ambrose University", "Upper Iowa University", "Baker University", "Emporia State University", "Fort Hays State University", "Friends University", "University of Kansas", "Newman University", "Kansas State University", "MidAmerica Nazarene University", "Pittsburg State University", "University of Saint Mary", "Southwestern College", "Washburn University", "Wichita State University", "Bellarmine University", "Campbellsville University", "University of the Cumberlands", "Midway University", "Western Kentucky University", "Louisiana State University and Agricultural & Mechanical College", "Louisiana Tech University", "McNeese State University", "University of New Orleans", "Nicholls State University", "University of Louisiana at Monroe", "Southeastern Louisiana University", "Southern University and A & M College", "University of Louisiana at Lafayette", "Tulane University of Louisiana", "University of Maine", "Saint Joseph's College of Maine", "University of Southern Maine", "Thomas College", "University of Baltimore", "Bowie State University", "Frostburg State University", "Hood College", "Johns Hopkins University", "Loyola University Maryland", "University of Maryland Global Campus", "University of Maryland-College Park", "Morgan State University", "Mount St. Mary's University", "Salisbury University", "American International College", "Anna Maria College", "Assumption College", "Bay Path University", "Bentley University", "Boston College", "Boston University", "Brandeis University", "Bridgewater State University", "Cambridge College", "Clark University", "Curry College", "Fitchburg State University", "University of Massachusetts-Lowell", "University of Massachusetts-Amherst", "University of Massachusetts-Boston", "Northeastern University", "Salem State University", "Simmons University", "Springfield College", "University of Massachusetts-Dartmouth", "Suffolk University", "Western New England University", "Worcester Polytechnic Institute", "Worcester State University", "Andrews University", "Central Michigan University", "Davenport University", "University of Detroit Mercy", "Eastern Michigan University", "Kettering University", "Cornerstone University", "Lawrence Technological University", "University of Michigan-Ann Arbor", "Michigan State University", "University of Michigan-Dearborn", "University of Michigan-Flint", "Oakland University", "Saginaw Valley State University", "Siena Heights University", "Spring Arbor University", "Wayne State University", "Western Michigan University", "Augsburg University", "Bethel University", "Concordia University-Saint Paul", "Hamline University", "Metropolitan State University", "University of Minnesota-Twin Cities", "University of Northwestern-St Paul", "Saint Cloud State University", "Saint Mary's University of Minnesota", "University of St Thomas", "St Catherine University", "Southwest Minnesota State University", "Winona State University", "Alcorn State University", "Belhaven University", "Delta State University", "Jackson State University", "University of Mississippi", "Mississippi Valley State University", "Mississippi College", "Mississippi State University", "University of Southern Mississippi", "William Carey University", "Avila University", "University of Central Missouri", "Drury University", "Evangel University", "Fontbonne University", "Lindenwood University", "Missouri Baptist University", "Northwest Missouri State University", "Park University", "Rockhurst University", "Saint Louis University", "Southeast Missouri State University", "Missouri State University-Springfield", "Washington University in St Louis", "Webster University", "William Woods University", "The University of Montana", "Bellevue University", "Chadron State College", "University of Nebraska at Omaha", "University of Nebraska-Lincoln", "College of Saint Mary", "Wayne State College", "University of Nevada-Las Vegas", "University of Nevada-Reno", "Franklin Pierce University", "New England College", "Southern New Hampshire University", "Plymouth State University", "Rivier University", "Caldwell University", "Centenary University", "Fairlei...
#> $ control <dbl+lbl> 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1
#> $ ccbasic <dbl+lbl> 18, 15, 20, 16, 15, 15, 19, 19, 18, 17, 18, 16, 20, 15, 15, 16, 16, 15, 16, 18, 17, 17, 19, 18, 16, 18, 18, 18, 18, 18, 18, 18, 18, 18, 17, 18, 18, 18, 18, 18, 18, 15, 15, 15, 15, 15, 16, 18, 19, 18, 18, 19, 19, 17, 19, 18, 18, 19, 19, 17, 17, 18, 18, 16, 16, 18, 17, 18, 17, 18, 18, 15, 19, 18, 15, 16, 15, 19, 15, 16, 17, 19, 17, 18, 15, 18, 17, 18, 17, 17, 17, 18, 19, 15, 17, 16, 16, 15, 19, 17, 18, 15, 19, 16, 16, 16, 15, 19, 15, 18, 17, 15, 17, 16, 17, 18, 18, 15, 18, 18, 19, 18, 18, 19, 18, 19, 18, 15, 15, 19, 18, 16, 15, 18, 17, 17, 18, 15, 18, 16, 16, 16, 18, 17, 18, 18, 16, 18, 18, 18, 15, 17, 16, 20, 18, 16, 18, 17, 19, 18, 16, 15, 18, 18, 19, 20, 17, 18, 17, 18, 16, 17, 18, 19, 20, 18, 19, 17, 18, 17, 20, 20, 18, 17, 19, 15, 15, 19, 18, 18, 17, 18, 18, 18, 15, 18, 15, 19, 18, 19, 19, 17, 16, 17, 18, 17, 20, 17, 15, 16, 18, 16, 18, 17, 18, 18, 16, 15, 16, 18, 18, 20, 18, 18, 18, 18, 15, 18, 18, 15, 16, 19, 18, 18, 19, 19, 18, 18, 15, 15, 15, 18, 18, 16, 19, 18, 16, 15, 16, 15, 18, 17, 18, 16, 18, 17, 16, 18, 17, 16, 18, 17, 16, 19, 19, 18, 15, 15, 18, 17, 16, 18, 20, 18, 15, 16, 18, 17, 18, 18, 17, 15, 19, 18, 18, 17, 17, 19, 20, 19, 18, 18, 16, 15, 20, 17, 15, 15, 17, 19, 18, 19, 19, 18, 17, 18, 18, 18, 18, 16, 18, 17, 15, 18, 17, 16, 18, 19, 16, 15, 19, 19, 15, 15, 19, 18, 18, 18, 18, 19, 19, 18, 19, 19, 16, 18, 18, 18, 16, 15, 19, 18, 15, 18, 16, 18, 19, 18, 18, 18, 15, 16, 19, 18, 17, 18, 18, 16, 18, 15, 15, 18, 18, 18, 17, 20, 16, 17, 18, 19, 18, 17, 18, 18, 18, 18, 19, 20, 16, 15, 18, 18, 17, 18, 16, 17, 19, 18, 19, 17, 17, 15, 15, 15, 15, 18, 18, 18, 18, 20, 15, 17, 18, 19, 18, 17, 16, 17, 19, 17, 18, 20, 16, 15, 16, 16, 18, 15, 16, 18, 18, 18, 16, 17, 18, 17, 19, 16, 16, 16, 18, 18, 16, 19, 15, 15, 16, 16, 17, 19, 16, 19, 20, 19, 16, 19, 18, 18, 15, 16, 18, 16, 17, 19, 19, 16, 18, 18, 19, 18, 18, 18, 15, 17, 15, 18, 18, 16, 19, 17, 19, 15, 15, 17, 16, 19, 18, 18, 19, 18, 18, 18, 18, 17, 18, 20, 15, 16, 18, 17, 19, 19, 18, 17, 18, 20, 16, 19, 18, 18, 15, 15, 18, 19, 18, 18, 19, 18, 18, 15, 16, 19, 18, 17, 17, 20, 19, 18, 18, 16, 18, 19, 19, 18, 18, 15, 20, 15, 18, 18, 19, 16, 18, 17, 17, 18, 19, 17, 16, 18, 19, 17, 16, 17, 17, 15, 20, 16, 16, 19, 17, 18, 18, 16, 18, 16, 17, 18, 19, 17, 18, 18, 18, 18, 15, 17, 17, 18, 19, 18, 18, 15, 17, 18, 15, 18, 18, 17, 18, 16, 20, 17, 16, 18, 16, 15, 15, 15, 15, 15, 17, 16, 16, 16, 15, 17, 18, 18, 16, 18, 16, 20, 15, 18, 18, 18, 18, 16, 16, 17, 19, 15, 16, 18, 17, 19, 19, 18, 16, 17, 15, 15, 15, 18, 18, 17, 19, 19, 19, 17, 15, 15, 18, 19, 20, 15, 19, 17, 20, 17, 17, 18, 19, 16, 18, 19, 18, 15, 18, 19, 16, 18, 18, 17, 15, 19, 17, 18, 20, 19, 18, 18, 19, 18, 17
#> $ stabbr <chr> "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AK", "AK", "AZ", "AZ", "AZ", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "DE", "DE", "DC", "DC", "DC", "DC", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "HI", "HI", "HI", "ID", "ID", "ID", "ID", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IA", "IA", "IA", "IA", "IA", "IA", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KY", "KY", "KY", "KY", "KY", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "ME", "ME", "ME", "ME", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MT", "NE", "NE", "NE", "NE", "NE", "NE", "NV", "NV", "NH", "NH", "NH", "NH", "NH", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NM", "NM", "NM", "NM", "NM", "NM", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "ND", "ND", "ND", "ND", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OR", "OR", "OR", "OR", "OR", "OR", "OR", "OR", "OR", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "RI", "RI", "RI", "RI", "RI", "SC", "SC", "SC", "SC", "SC", "SC", "SC", "SC", "SC", "SD", "SD", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "UT", "UT", "UT", "UT", "UT", "UT", "UT", "VT", "VT", "VT", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WV", "WV", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WY", "PR", "PR", "PR", "IN", "OK", "CA", "CA", "FL", "CA", "UT", "FL", "CA", "CA", "GA"
#> $ region <dbl+lbl> 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 8, 8, 6, 6, 6, 5, 5, 5, 5, 5, 5, 5, 5, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 7, 7, 7, 7, 7, 7, 7, 7, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 8, 8, 8, 7, 7, 7, 7, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 7, 4, 4, 4, 4, 4, 4, 8, 8, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 6, 6, 6, 6, 6, 6, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 4, 4, 4, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 8, 8, 8, 8, 8, 8, 8, 8, 8, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 5, 5, 5, 5, 5, 5, 5, 5, 5, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 7, 7, 7, 7, 7, 7, 7, 1, 1, 1, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 5, 5, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 7, 9, 9, 9, 3, 6, 8, 8, 5, 8, 7, 5, 8, 8, 5
#> $ city <chr> "Normal", "Birmingham", "Montgomery", "Huntsville", "Tuscaloosa", "Auburn", "Montgomery", "Montevallo", "Florence", "Birmingham", "Troy", "Fairbanks", "Anchorage", "Tempe", "Tucson", "Flagstaff", "Little Rock", "Fayetteville", "Jonesboro", "Russellville", "Conway", "Searcy", "Siloam Springs", "Magnolia", "Azusa", "Riverside", "Thousand Oaks", "San Luis Obispo", "Bakersfield", "Turlock", "San Bernardino", "Pomona", "Chico", "Carson", "Fresno", "Fullerton", "Hayward", "Long Beach", "Los Angeles", "Northridge", "Sacramento", "Davis", "Irvine", "Los Angeles", "Riverside", "La Jolla", "Orange", "Irvine", "San Rafael", "Fresno", "San Francisco", "Oakland", "Arcata", "La Verne", "Riverside", "Los Angeles", "La Jolla", "Belmont", "Fullerton", "Stockton", "Malibu", "San Diego", "Redlands", "San Diego", "San Diego", "San Francisco", "San Francisco", "San Jose", "Santa Clara", "Moraga", "Rohnert Park", "Los Angeles", "Burbank", "Alamosa", "Denver", "Colorado Springs", "Boulder", "Lakewood", "Fort Collins", "Denver", "Denver", "New Haven", "Bridgeport", "New Britain", "Storrs", "Fairfield", "West Hartford", "West Haven", "Hamden", "Fairfield", "West Hartford", "New Haven", "Danbury", "Newark", "New Castle", "Washington", "Washington", "Washington", "Washington", "Miami", "Boca Raton", "Orlando", "Daytona Beach", "Tallahassee", "Boca Raton", "Melbourne", "Miami", "Lakeland", "Gainesville", "Jacksonville", "Fort Lauderdale", "Coral Gables", "Jacksonville", "Fort Lauderdale", "West Palm Beach", "Winter Park", "Saint Leo", "Tampa", "Miami Gardens", "DeLand", "Lakeland", "Tampa", "Pensacola", "Albany", "Gainesville", "Morrow", "Columbus", "Atlanta", "Atlanta", "Americus", "Milledgeville", "Statesboro", "Athens", "Demorest", "Valdosta", "Carrollton", "Honolulu", "Honolulu", "Honolulu", "Boise", "Pocatello", "Moscow", "Nampa", "Aurora", "Peoria", "River Forest", "Chicago", "Charleston", "Elmhurst", "University Park", "Chicago", "Lisle", "Normal", "Elgin", "Romeoville", "Chicago", "Lebanon", "Chicago", "Naperville", "Chicago", "Dekalb", "Evanston", "Chicago", "Bourbonnais", "Chicago", "Rockford", "Chicago", "River Forest", "Joliet", "Chicago", "Carbondale", "Edwardsville", "Macomb", "Anderson", "Mishawaka", "Indianapolis", "Winona Lake", "Indianapolis", "Evansville", "Terre Haute", "Richmond", "Marion", "Fort Wayne", "Valparaiso", "Dubuque", "Ames", "Iowa City", "Cedar Rapids", "Davenport", "Fayette", "Baldwin City", "Emporia", "Hays", "Wichita", "Lawrence", "Wichita", "Manhattan", "Olathe", "Pittsburg", "Leavenworth", "Winfield", "Topeka", "Wichita", "Louisville", "Campbellsville", "Williamsburg", "Midway", "Bowling Green", "Baton Rouge", "Ruston", "Lake Charles", "New Orleans", "Thibodaux", "Monroe", "Hammond", "Baton Rouge", "Lafayette", "New Orleans", "Orono", "Standish", "Portland", "Waterville", "Baltimore", "Bowie", "Frostburg", "Frederick", "Baltimore", "Baltimore", "Adelphi", "College Park", "Baltimore", "Emmitsburg", "Salisbury", "Springfield", "Paxton", "Worcester", "Longmeadow", "Waltham", "Chestnut Hill", "Boston", "Waltham", "Bridgewater", "Boston", "Worcester", "Milton", "Fitchburg", "Lowell", "Amherst", "Boston", "Boston", "Salem", "Boston", "Springfield", "North Dartmouth", "Boston", "Springfield", "Worcester", "Worcester", "Berrien Springs", "Mount Pleasant", "Grand Rapids", "Detroit", "Ypsilanti", "Flint", "Grand Rapids", "Southfield", "Ann Arbor", "East Lansing", "Dearborn", "Flint", "Rochester Hills", "University Center", "Adrian", "Spring Arbor", "Detroit", "Kalamazoo", "Minneapolis", "Saint Paul", "Saint Paul", "Saint Paul", "Saint Paul", "Minneapolis", "Saint Paul", "Saint Cloud", "Winona", "Saint Paul", "Saint Paul", "Marshall", "Winona", "Alcorn State", "Jackson", "Cleveland", "Jackson", "University", "Itta Bena", "Clinton", "Mississippi State", "Hattiesburg", "Hattiesburg", "Kansas City", "Warrensburg", "Springfield", "Springfield", "Saint Louis", "Saint Charles", "Saint Louis", "Maryville", "Parkville", "Kansas City", "Saint Louis", "Cape Girardeau", "Springfield", "Saint Louis", "Saint Louis", "Fulton", "Missoula", "Bellevue", "Chadron", "Omaha", "Lincoln", "Omaha", "Wayne", "Las Vegas", "Reno", "Rindge", "Henniker", "Manchester", "Plymouth", "Nashua", "Caldwell", "Hackettstown", "Teaneck", "Lodi", "Lakewood", "Glassboro", "Jersey City", "Union", "West Long Branch", "Montclair", "Newark", "Mahwah", "Lawrenceville", "New Brunswick", "Jersey City", "Hoboken", "Galloway", "Trenton", "Wayne", "Portales", "Las Vegas", "Albuquerque", "Las Cruces", "Hobbs", "Silver City", "Garden City", "Alfred", "Buffalo", "Potsdam", "New York", "New York", "Ithaca", "New York", "Brooklyn", "Bronx", "Buffalo", "Orangeburg", "Bronx", "Hempstead", "New Rochelle", "Keuka Park", "Syracuse", "Brookville", "Riverdale", "Poughkeepsie", "Dobbs Ferry", "Rockville Centre", "Newburgh", "Bronx", "New York", "New York", "Old Westbury", "New York", "New York", "Rochester", "Rochester", "Troy", "Saint Bonaventure", "Albany", "Brooklyn", "Rochester", "Queens", "Albany", "Vestal", "Buffalo", "Stony Brook", "Buffalo", "New Paltz", "Oswego", "Saratoga Springs", "Throggs Neck", "Syracuse", "New York", "Utica", "Staten Island", "Boone", "Buies Creek", "Greenville", "Elon", "Fayetteville", "Boiling Springs", "Hickory", "Montreat", "Greensboro", "Chapel Hill", "Charlotte", "Greensboro", "Durham", "Raleigh", "Wilmington", "Pembroke", "Misenheimer", "Charlotte", "Winston-Salem", "Wingate", "Cullowhee", "Bismarck", "Minot", "Grand Forks", "Fargo", "Akron", "Ashland", "Berea", "Bowling Green", "Columbus", "Cleveland", "Cincinnati", "Cleveland", "Dayton", "Findlay", "University Heights", "Kent", "Painesville", "Sylvania", "Canton", "Oxford", "Mount Vernon", "Cincinnati", "Columbus", "Columbus", "Athens", "Tiffin", "Toledo", "Cincinnati", "Pepper Pike", "North Canton", "Dayton", "Cincinnati", "Youngstown", "Bartlesville", "Bethany", "Edmond", "Tahlequah", "Stillwater", "Oklahoma City", "Norman", "Durant", "Weatherford", "Tulsa", "La Grande", "Newberg", "Eugene", "Corvallis", "Eugene", "Forest Grove", "Portland", "Portland", "Ashland", "Center Valley", "Reading", "Bloomsburg", "Radnor", "California", "Pittsburgh", "Pittsburgh", "Clarion", "Doylestown", "Philadelphia", "Pittsburgh", "Saint Davids", "Erie", "Beaver Falls", "Gwynedd Valley", "Philadelphia", "Indiana", "Philadelphia", "Annville", "Bethlehem", "Lincoln University", "Scranton", "Aston", "University Park", "Philadelphia", "Pittsburgh", "Rosemont", "Loretto", "Scranton", "Greensburg", "Shippensburg", "Slippery Rock", "Philadelphia", "Villanova", "Waynesburg", "West Chester", "Chester", "Wilkes-Barre", "York", "Smithfield", "Providence", "Providence", "Kingston", "Newport", "Anderson", "Charleston", "Central", "Charleston", "Clemson", "Tigerville", "Columbia", "Conway", "Rock Hill", "Sioux Falls", "Vermillion", "Clarksville", "Nashville", "Jefferson City", "Memphis", "Lebanon", "Nashville", "Johnson City", "Bristol", "Cleveland", "Harrogate", "Memphis", "Murfreesboro", "Chattanooga", "Knoxville", "Martin", "Nashville", "Cookeville", "Greeneville", "Jackson", "Abilene", "San Angelo", "Waco", "Austin", "Corpus Christi", "Dallas", "Irving", "Texarkana", "Commerce", "Houston", "Houston", "Houston", "Victoria", "Houston", "San Antonio", "Beaumont", "Laredo", "Longview", "Belton", "Wichita Falls", "Denton", "San Antonio", "Prairie View", "Houston", "Austin", "Houston", "Huntsville", "San Antonio", "Dallas", "Waxahachie", "Nacogdoches", "San Marcos", "Stephenville", "Kingsville", "College Station", "Arlington", "Austin", "Richardson", "El Paso", "Tyler", "Fort Worth", "San Antonio", "Houston", "Lubbock", "Denton", "Plainview", "Canyon", "Provo", "Cedar City", "Logan", "Orem", "Salt Lake City", "Ogden", "Salt Lake City", "Burlington", "Northfield", "Burlington", "Williamsburg", "Virginia Beach", "Harrisonburg", "Fairfax", "Hampton", "Harrisonburg", "Lynchburg", "Lynchburg", "Fredericksburg", "Arlington", "Norfolk", "Winchester", "Blacksburg", "Richmond", "Charlottesville", "Seattle", "Cheney", "Spokane", "Kirkland", "Tacoma", "Lacey", "Seattle", "Pullman", "Seattle", "Bellingham", "Spokane", "Fairmont", "Morgantown", "Milwaukee", "Milwaukee", "Waukesha", "Mequon", "Madison", "Plymouth", "Fond Du Lac", "Milwaukee", "La Crosse", "Eau Claire", "Oshkosh", "Milwaukee", "Platteville", "River Falls", "Laramie", "San Juan", "Carolina", "Gurabo", "West Lafayette", "Oklahoma City", "Irvine", "San Marcos", "Naples", "Seaside", "Salt Lake City", "Fort Myers", "Camarillo", "Los Alamitos", "Augusta"
#> $ locale <dbl+lbl> 12, 12, 12, 12, 12, 13, 12, 21, 13, 21, 33, 23, 11, 12, 11, 13, 12, 13, 13, 33, 13, 32, 32, 33, 21, 11, 12, 23, 11, 23, 12, 21, 13, 13, 11, 21, 21, 11, 11, 11, 11, 23, 11, 11, 11, 11, 12, 11, 13, 11, 11, 11, 33, 21, 11, 11, 11, 21, 21, 11, 21, 11, 13, 11, 11, 11, 11, 11, 12, 21, 21, 11, 11, 33, 11, 11, 12, 12, 12, 11, 11, 12, 12, 21, 21, 21, 12, 21, 21, 21, 21, 12, 13, 21, 21, 11, 11, 11, 11, 21, 13, 21, 13, 12, 13, 13, 21, 12, 12, 11, 12, 13, 11, 21, 12, 21, 23, 11, 21, 13, 12, 11, 13, 13, 13, 21, 12, 11, 11, 32, 32, 32, 12, 32, 13, 31, 11, 11, 11, 12, 13, 32, 22, 21, 12, 21, 11, 32, 21, 41, 11, 21, 22, 12, 21, 11, 21, 11, 12, 11, 23, 13, 11, 23, 11, 12, 11, 21, 21, 11, 13, 21, 33, 13, 13, 11, 32, 11, 22, 13, 41, 32, 11, 21, 13, 13, 13, 12, 12, 43, 31, 33, 33, 11, 13, 11, 13, 21, 32, 31, 32, 12, 11, 11, 32, 33, 42, 13, 12, 32, 13, 11, 13, 13, 13, 12, 12, 11, 23, 41, 13, 41, 11, 21, 23, 13, 11, 11, 21, 21, 11, 31, 23, 12, 41, 12, 21, 13, 13, 11, 13, 21, 11, 12, 21, 22, 21, 21, 11, 11, 21, 11, 12, 22, 11, 12, 12, 12, 31, 32, 21, 11, 21, 13, 12, 13, 12, 13, 13, 13, 21, 22, 32, 23, 11, 13, 11, 21, 11, 11, 11, 11, 21, 13, 32, 11, 11, 33, 32, 43, 12, 33, 12, 33, 33, 21, 33, 13, 13, 11, 32, 12, 12, 21, 13, 21, 33, 21, 11, 11, 13, 12, 21, 21, 32, 13, 21, 33, 11, 11, 11, 32, 12, 11, 41, 42, 22, 33, 13, 21, 21, 21, 21, 13, 21, 11, 21, 21, 21, 11, 21, 21, 13, 11, 21, 22, 13, 21, 33, 33, 11, 22, 41, 33, 21, 33, 11, 33, 11, 11, 13, 11, 11, 11, 11, 21, 11, 21, 21, 32, 21, 21, 11, 21, 21, 21, 13, 11, 11, 11, 21, 11, 11, 21, 21, 13, 33, 13, 11, 21, 11, 13, 22, 21, 21, 11, 21, 32, 23, 11, 12, 11, 13, 11, 32, 31, 13, 22, 12, 32, 13, 21, 11, 13, 11, 11, 11, 11, 12, 32, 42, 11, 12, 21, 32, 41, 33, 13, 12, 12, 31, 21, 31, 21, 11, 11, 11, 12, 32, 21, 21, 21, 21, 13, 31, 32, 21, 11, 11, 32, 32, 11, 11, 21, 21, 21, 11, 13, 32, 21, 21, 33, 32, 11, 22, 32, 33, 11, 33, 31, 12, 13, 12, 21, 11, 11, 22, 41, 13, 13, 21, 23, 11, 11, 33, 21, 11, 11, 21, 13, 21, 21, 11, 32, 11, 23, 13, 21, 13, 21, 13, 11, 11, 21, 31, 13, 21, 31, 32, 11, 21, 32, 21, 21, 13, 22, 21, 12, 12, 21, 21, 13, 12, 21, 12, 21, 41, 12, 13, 13, 12, 32, 12, 11, 23, 11, 31, 11, 13, 13, 13, 32, 11, 12, 12, 12, 33, 11, 33, 32, 13, 12, 12, 12, 11, 11, 11, 12, 41, 32, 11, 21, 11, 13, 11, 11, 12, 11, 13, 23, 12, 12, 11, 32, 11, 11, 11, 32, 11, 21, 21, 33, 13, 33, 32, 12, 11, 11, 12, 11, 12, 11, 11, 11, 11, 12, 33, 31, 12, 33, 13, 13, 12, 13, 12, 13, 32, 13, 23, 11, 13, 21, 12, 13, 13, 13, 22, 12, 12, 13, 13, 12, 23, 11, 31, 12, 21, 21, 13, 11, 32, 11, 13, 21, 32, 13, 11, 21, 13, 21, 11, 41, 13, 11, 13, 13, 13, 11, 32, 32, 33, 11, 21, 21, 13, 11, 11, 21, 21, 22, 21, 21, 22, 21, 12
#> $ urban <dbl+lbl> 2, 2, 2, 2, 2, 2, 2, 3, 2, 3, 4, 3, 1, 2, 1, 2, 2, 2, 2, 4, 2, 4, 4, 4, 3, 1, 2, 3, 1, 3, 2, 3, 2, 2, 1, 3, 3, 1, 1, 1, 1, 3, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 4, 3, 1, 1, 1, 3, 3, 1, 3, 1, 2, 1, 1, 1, 1, 1, 2, 3, 3, 1, 1, 4, 1, 1, 2, 2, 2, 1, 1, 2, 2, 3, 3, 3, 2, 3, 3, 3, 3, 2, 2, 3, 3, 1, 1, 1, 1, 3, 2, 3, 2, 2, 2, 2, 3, 2, 2, 1, 2, 2, 1, 3, 2, 3, 3, 1, 3, 2, 2, 1, 2, 2, 2, 3, 2, 1, 1, 4, 4, 4, 2, 4, 2, 4, 1, 1, 1, 2, 2, 4, 3, 3, 2, 3, 1, 4, 3, 4, 1, 3, 3, 2, 3, 1, 3, 1, 2, 1, 3, 2, 1, 3, 1, 2, 1, 3, 3, 1, 2, 3, 4, 2, 2, 1, 4, 1, 3, 2, 4, 4, 1, 3, 2, 2, 2, 2, 2, 4, 4, 4, 4, 1, 2, 1, 2, 3, 4, 4, 4, 2, 1, 1, 4, 4, 4, 2, 2, 4, 2, 1, 2, 2, 2, 2, 2, 1, 3, 4, 2, 4, 1, 3, 3, 2, 1, 1, 3, 3, 1, 4, 3, 2, 4, 2, 3, 2, 2, 1, 2, 3, 1, 2, 3, 3, 3, 3, 1, 1, 3, 1, 2, 3, 1, 2, 2, 2, 4, 4, 3, 1, 3, 2, 2, 2, 2, 2, 2, 2, 3, 3, 4, 3, 1, 2, 1, 3, 1, 1, 1, 1, 3, 2, 4, 1, 1, 4, 4, 4, 2, 4, 2, 4, 4, 3, 4, 2, 2, 1, 4, 2, 2, 3, 2, 3, 4, 3, 1, 1, 2, 2, 3, 3, 4, 2, 3, 4, 1, 1, 1, 4, 2, 1, 4, 4, 3, 4, 2, 3, 3, 3, 3, 2, 3, 1, 3, 3, 3, 1, 3, 3, 2, 1, 3, 3, 2, 3, 4, 4, 1, 3, 4, 4, 3, 4, 1, 4, 1, 1, 2, 1, 1, 1, 1, 3, 1, 3, 3, 4, 3, 3, 1, 3, 3, 3, 2, 1, 1, 1, 3, 1, 1, 3, 3, 2, 4, 2, 1, 3, 1, 2, 3, 3, 3, 1, 3, 4, 3, 1, 2, 1, 2, 1, 4, 4, 2, 3, 2, 4, 2, 3, 1, 2, 1, 1, 1, 1, 2, 4, 4, 1, 2, 3, 4, 4, 4, 2, 2, 2, 4, 3, 4, 3, 1, 1, 1, 2, 4, 3, 3, 3, 3, 2, 4, 4, 3, 1, 1, 4, 4, 1, 1, 3, 3, 3, 1, 2, 4, 3, 3, 4, 4, 1, 3, 4, 4, 1, 4, 4, 2, 2, 2, 3, 1, 1, 3, 4, 2, 2, 3, 3, 1, 1, 4, 3, 1, 1, 3, 2, 3, 3, 1, 4, 1, 3, 2, 3, 2, 3, 2, 1, 1, 3, 4, 2, 3, 4, 4, 1, 3, 4, 3, 3, 2, 3, 3, 2, 2, 3, 3, 2, 2, 3, 2, 3, 4, 2, 2, 2, 2, 4, 2, 1, 3, 1, 4, 1, 2, 2, 2, 4, 1, 2, 2, 2, 4, 1, 4, 4, 2, 2, 2, 2, 1, 1, 1, 2, 4, 4, 1, 3, 1, 2, 1, 1, 2, 1, 2, 3, 2, 2, 1, 4, 1, 1, 1, 4, 1, 3, 3, 4, 2, 4, 4, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 4, 4, 2, 4, 2, 2, 2, 2, 2, 2, 4, 2, 3, 1, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 3, 1, 4, 2, 3, 3, 2, 1, 4, 1, 2, 3, 4, 2, 1, 3, 2, 3, 1, 4, 2, 1, 2, 2, 2, 1, 4, 4, 4, 1, 3, 3, 2, 1, 1, 3, 3, 3, 3, 3, 3, 3, 2
#> $ cipdig2 <chr> "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52"
#> $ cipcode <chr> "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", 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#> $ creddesc <chr> "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's 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Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "...
#> $ ipedscount1 <dbl> 30, 115, 23, 95, 152, 210, 31, 23, 116, 44, 134, 42, 13, 444, 212, 118, 62, 123, 58, 15, 45, 66, 127, 22, 22, 168, 83, 24, 47, 55, 139, 17, 30, 55, 78, 168, 158, 103, 36, 43, 164, 155, 251, 862, 73, 126, 101, 73, 36, 12, 106, 11, 22, 370, 36, 37, 336, 37, 9, 44, 589, 79, 520, 211, 127, 73, 103, 114, 151, 162, 64, 640, 66, 29, 273, 91, 139, 67, 312, 44, 345, 96, 109, 29, 253, 21, 120, 148, 266, 65, 7, 67, NA, 159, 79, 56, 20, 372, 28, 85, 245, 81, 43, 49, 243, 374, 597, 34, 724, 25, 130, 232, 113, 706, 65, 134, 764, 127, 119, 65, 48, 164, 86, 24, 105, 77, 25, 399, 308, 15, 21, 103, 245, 37, 32, 100, 33, 142, 80, 120, 56, 14, 33, 87, 24, 91, 158, 48, 63, 17, 213, 434, 43, 65, 213, 215, 90, 77, 35, 110, 215, 468, 20, 79, 170, 49, 143, 69, 48, 43, 56, 65, 42, 102, 24, 63, 32, 74, 36, 48, 9, NA, 101, 40, 143, 64, 271, 44, 104, 105, 192, 45, 53, 97, 119, 45, 39, 43, 30, 87, 45, 44, 80, 51, 8, 66, 32, 128, 131, 51, 28, 76, 42, 24, 60, 44, 78, 68, 25, 19, 26, 49, 146, 0, 75, 42, 117, 122, 1934, 493, 76, 73, 40, 32, 31, 90, 86, 72, 239, 568, 140, 14, 94, 102, 32, 40, 219, 382, 124, NA, 36, 60, 22, 162, 111, 50, 74, 17, 23, 430, 338, 52, 40, 70, 44, 51, 787, 264, 65, 59, 117, 34, 27, 90, 166, 96, 72, 33, 93, 113, 72, 523, 45, 47, 160, 348, 50, 83, 27, 23, 194, 82, 19, 83, 22, 23, 93, 61, 45, 47, 29, 28, 18, 53, 42, 74, 53, 172, 158, 120, 56, 319, 407, 2045, 92, 52, 345, 73, 103, 87, 18, 23, 82, 122, 27, 24, 1408, 80, 23, 19, 62, 263, 20, 33, 56, 28, 30, 61, 108, 83, 34, 56, NA, 13, 134, 48, 74, 73, 95, 75, 175, 79, 18, 14, 144, 27, 103, 81, 158, 1205, 666, 130, 129, 37, 15, 11, 299, 74, 41, 24, 51, 57, NA, 58, 194, 53, 27, 9, 38, 1062, 208, 33, 28, 29, 120, 46, 60, 46, 36, 69, 126, 102, 101, 217, 71, 23, 29, 113, 71, 82, 162, 22, 17, 25, 62, 70, 191, 30, 40, 56, 45, 25, 16, 742, 128, 55, 32, 225, 53, 24, 83, 132, 291, 49, 56, 118, 32, 43, 31, 103, 183, 70, 21, 75, 159, 179, 218, 88, 195, 55, 61, 79, 18, 62, 53, 85, 24, 93, 344, 284, 49, 96, 43, 11, 66, 155, 138, 50, 78, 130, 45, 53, 140, 41, 118, 30, 47, 36, 43, 61, 33, 99, 159, 14, 94, 44, 34, 123, 58, 21, 10, 74, 54, 20, 33, 26, 19, 184, 75, 47, 49, NA, 38, 176, 57, 32, 35, 12, 21, 50, 88, 545, 103, 35, 49, 110, 42, 105, 27, 228, 373, 79, 78, 48, 77, 17, 8, 255, 87, 94, 63, 42, 71, 39, 46, 158, 48, 176, 52, 59, 51, 97, 32, 18, 36, 47, 52, 117, 73, 172, 28, 42, 133, 102, 103, 233, 38, 46, 77, 38, 66, NA, 26, 198, 58, 258, 206, 168, 62, 437, 51, 82, 283, 155, 287, 387, 63, 45, 33, 28, 20, 127, 102, 63, 331, 121, 99, 91, 28, 150, 10, 15, 107, 111, 43, 295, 303, 658, 337, 94, 350, 143, 100, 80, 276, 365, 216, 233, 228, 29, 126, 0, 298, 57, 114, 203, 179, 16, 182, 61, 21, 139, 29, 39, 1498, 36, 28, 43, 40, 35, 96, 102, 424, 208, 30, 152, 28, 40, 48, 237, 288, 407, 21, 33, 19, 34, 15, 172, 15, 135, 32, 115, 34, 105, 59, 55, 79, 243, 115, 45, 42, 120, 44, 159, 336, 89, 432, 46, 36, 75, 2336, 40, 40, NA, 38
#> $ ipedscount2 <dbl> 27, 133, 23, 89, 185, 247, 74, 19, 182, 48, 126, 34, 28, 299, 214, 121, 66, 128, 42, 8, 65, 56, 99, 38, 38, 235, 91, 38, 33, 69, 134, 24, 34, 58, 69, 99, 168, 131, 43, 49, 114, 172, 231, 808, 94, 120, 117, 59, 25, 11, 80, 13, 29, 393, 20, 29, 282, 54, 17, 32, 608, 85, 426, 169, 132, 81, 132, 118, 131, 151, 62, 670, 74, 29, 290, 88, 152, 92, 307, 55, 297, 88, 108, 27, 277, 38, 101, 130, 267, 82, 17, 59, NA, 140, 631, 117, 16, 381, 20, 130, 240, 67, 41, 58, 274, 386, 620, 33, 715, 37, 138, 239, 110, 686, 39, 182, 771, 148, 126, 46, 76, 139, 126, 27, 68, 83, 26, 421, 347, 29, 37, 118, 255, 23, 40, 101, 64, 127, 58, 145, 60, 9, 35, 106, 36, 169, 192, 55, 70, 29, 195, 345, 54, 37, 211, 207, 78, 23, 25, 79, 243, 481, 27, 67, 177, 38, 123, 52, 56, 28, 71, 67, 38, 109, 45, 46, 48, 83, 144, 70, 6, NA, 78, 27, 139, 67, 321, 51, 70, 123, 142, 37, 50, 89, 179, 41, 43, 69, 37, 113, 34, 23, 48, 48, 16, 106, 45, 180, 147, 47, 26, 53, 27, 36, 60, 48, 46, 64, 28, 15, 39, 57, 132, 0, 70, 32, 137, 141, 2309, 499, 46, 67, 36, 28, 20, 70, 93, 131, 248, 598, 87, 17, 66, 96, 29, 61, 257, 418, 132, NA, 23, 31, 17, 135, 119, 54, 54, 34, 18, 394, 296, 52, 45, 54, 46, 51, 763, 304, 56, 68, 99, 36, 24, 87, 261, 98, 145, 49, 160, 123, 65, 492, 45, 32, 229, 263, 52, 94, 25, 27, 281, 77, 33, 88, 22, 25, 96, 54, 21, 55, 32, 29, 14, 61, 80, 56, 46, 187, 185, 98, 43, 287, 367, 1790, 73, 68, 294, 74, 95, 120, 16, 20, 80, 129, 27, 50, 2074, 41, 30, 0, 81, 228, 13, 27, 71, 51, 24, 99, 140, 66, 30, 80, NA, 17, 123, 57, 86, 95, 74, 84, 193, 54, 23, 22, 158, 29, 100, 79, 133, 1216, 684, 163, 151, 34, 6, 12, 258, 72, 45, 35, 59, 135, NA, 48, 222, 47, 34, 17, 48, 1078, 274, 26, 40, 41, 134, 42, 55, 55, 29, 88, 138, 137, 118, 189, 48, 25, 27, 75, 117, 75, 344, 25, 44, 18, 55, 58, 209, 39, 60, 50, 54, 28, 25, 793, 98, 50, 23, 261, 74, 27, 61, 77, 270, 31, 63, 135, 42, 27, 24, 64, 225, 94, 21, 62, 156, 197, 225, 72, 158, 63, 71, 57, 21, 60, 50, 70, 42, 67, 308, 361, 56, 86, 42, 9, 39, 163, 139, 61, 44, 117, 27, 22, 144, 113, 134, 55, 34, 37, 43, 85, 34, 82, 214, 11, 108, 57, 30, 128, 58, 26, 20, 75, 58, 23, 39, 42, 26, 153, 66, 40, 24, 35, 54, 188, 45, 37, 54, 18, 14, 34, 116, 549, 126, 41, 29, 124, 31, 104, 14, 358, 265, 57, 132, 57, 49, 8, 24, 266, 97, 90, 74, 58, 79, 26, 42, 188, 39, 182, 46, 77, 92, 69, 30, 17, 56, 32, 48, 137, 55, 103, 32, 58, 119, 78, 121, 224, 35, 38, 88, 37, 44, 24, 62, 202, 92, 240, 82, 154, 52, 375, 32, 82, 434, 175, 255, 405, 68, 67, 27, 28, 18, 143, 76, 69, 315, 95, 107, 79, 34, 185, 24, 16, 87, 109, 45, 302, 390, 645, 373, 99, 393, 129, 119, 58, 239, 356, 207, 279, 223, 38, 138, 18, 305, 88, 102, 259, 171, 23, 302, 103, 16, 137, 29, 38, 1468, 29, 44, 52, 47, 47, 135, 98, 463, 134, 48, 159, 33, 28, 32, 212, 289, 401, 55, 28, 13, 42, 23, 140, 37, 229, 28, 119, 33, 126, 50, 73, 86, 217, 119, 31, 62, 114, 49, 170, 307, 68, 374, 60, 19, 79, 3209, 34, 39, NA, 31
#> $ debt_all_stgp_eval_n <dbl> 43, 70, 17, 39, 103, 139, 61, 14, 105, 10, 77, 22, 14, 409, 172, 123, 43, 97, 25, 11, 28, 39, 121, 16, NA, 110, 11, 16, 24, 65, 110, 10, 19, 38, 83, 71, 87, 99, 33, 40, 119, 123, 222, 509, 27, 59, 67, 48, 25, 15, 38, 14, 26, 116, 32, 57, 241, 41, 12, 11, 330, 77, 402, 73, 69, 46, 78, 34, 73, 120, 32, 464, 62, 25, 232, 73, 102, 64, 137, 26, 226, 57, 60, 17, 96, 13, 40, 17, 200, 30, 11, 74, NA, 69, 29, 121, 16, 226, 44, 60, 203, 64, 270, 56, 285, 146, 728, 38, 619, 18, 204, 170, 81, 874, 15, 130, 903, 186, 94, 27, 35, 80, 50, 41, 118, 85, 22, 160, 288, 26, 22, 86, 146, 26, 24, 97, 26, 49, 20, 106, 37, 15, 36, 105, 16, 112, 308, 24, 46, 20, 78, 435, 20, 22, 46, 128, 65, 48, 18, 57, 146, 121, 12, 70, 225, 15, 119, 63, 44, 33, 31, 33, 25, 116, 39, 14, 34, 53, 54, 43, 11, 475, 94, 30, 101, 50, 50, 32, 55, 86, 123, 21, 27, 111, 74, 15, 23, 56, 17, 73, 31, 16, 32, 12, 15, 48, 48, 70, 35, 25, 12, 68, 14, 12, 50, 64, 24, 31, 17, 12, 29, 39, 101, NA, 45, 16, 56, 67, 1463, 302, 40, 38, 22, 36, 17, 55, 43, 49, 124, 285, 56, 12, 32, 29, 31, 30, 79, 131, 65, 113, 10, 45, 40, 41, 82, 20, 21, 10, 14, 227, 369, 33, 42, 26, 19, 23, 527, 222, 27, 38, 44, 12, 32, 23, 130, 45, 101, 35, 203, 104, 61, 363, 26, 23, 180, 203, 42, 14, 12, 27, 285, 21, 30, 17, 14, 24, 48, 23, 15, 42, 18, 18, 18, 52, 36, 71, 31, 150, 103, 56, 26, 30, 231, 1030, 75, 44, 284, 47, 44, 40, 20, 11, 65, 64, 25, 11, 1836, 36, 11, 15, 47, 184, 11, 33, 46, 31, 18, 62, 122, 55, 15, 33, 354, 14, 23, 38, 34, 33, 55, 65, 113, 45, 27, 17, 62, 32, 77, 57, 59, 679, 432, 110, 79, 35, 10, 13, 201, 47, 18, 32, 41, 104, NA, 31, 283, 46, 36, 10, 39, 698, 23, 25, 22, 35, 76, 42, 52, 53, 58, 79, 73, 74, 81, 133, 30, 20, 13, 80, 30, 64, 227, 16, 28, 11, 53, 47, 93, 36, 13, 53, 39, 24, 34, 615, 73, 34, 31, 157, 44, 29, 83, 102, 284, 21, 48, 49, 28, 13, 11, 39, 83, 65, 25, 43, 97, 79, 187, 32, 80, 32, 41, 46, 17, 67, 34, 34, 36, 41, 172, 338, 19, 28, 52, 11, 65, 114, 93, 47, 73, 188, 21, 19, 38, 26, 62, 26, 21, 15, 42, 83, 26, 40, 93, 16, 85, 32, 18, 39, 70, 26, 15, 96, 60, 12, 30, 18, 12, 114, 66, 20, 43, NA, 33, 51, 29, 13, 10, 25, 13, 44, 264, 192, 98, 37, 21, 80, 39, 81, 21, 268, 217, 43, 20, 28, 41, 10, 13, 338, 32, 38, 41, 55, 84, 33, 44, 131, 24, 136, 50, 55, 43, 55, 18, 15, 25, 27, 43, 121, 43, 166, 28, 13, 69, 77, 102, 102, 33, 38, 46, 40, 29, 13, 31, 175, 85, 113, 126, 146, 50, 328, 41, 53, 430, 133, 189, 297, 34, 36, 39, 25, 13, 79, 109, 89, 159, 120, 46, 63, 15, 99, 16, 11, 68, 96, 34, 206, 112, 515, 260, 89, 363, 88, 114, 73, 224, 317, 49, 39, 174, 23, 126, 12, 331, 29, 97, 99, 131, 23, 273, 85, 11, 126, 17, 15, 1422, 12, 14, 42, 29, 29, 107, 80, 130, 95, 37, 145, 23, 35, 26, 93, 173, 319, 32, 24, 15, 36, 22, 133, 14, 79, 20, 104, 28, 66, 52, 47, 26, 205, 73, 20, 31, 190, 77, 194, 139, 63, 120, 46, 28, 97, 2793, 15, 37, NA, 17
#> $ debt_all_stgp_eval_mean <dbl> 52786, 34809, 57391, 23490, 33702, 45043, 25746, 23741, 34435, 36208, 35222, 18609, 32751, 53331, 46475, 37774, 39396, 36890, 33280, 27041, 18850, 50917, 33947, 24395, 45105, 25055, 44637, 28459, 24194, 29764, 44983, 32450, 27309, 25364, 35740, 32847, 32289, 40489, 33635, 35518, 31341, 78722, 75797, 94907, 69106, 92329, 77683, 33909, 42056, 28494, 43593, 49884, 18474, 55271, 48004, 43432, 39166, 45746, 38245, 45086, 85488, 40573, 41659, 53791, 53606, 49740, 64014, 33097, 63320, 66197, 33413, 90863, 55190, 41696, 54107, 45864, 52606, 32775, 43079, 47627, 45702, 38925, 43672, 31072, 50394, 30353, 28170, 23286, 32094, 26086, 26219, 33155, 24887, 32145, 32454, 82305, 34523, 73706, 44196, 46170, 31836, 40832, 38774, 33781, 41299, 37229, 61948, 35219, 42288, 35796, 53568, 78441, 32532, 58397, 30191, 48737, 49500, 34506, 42128, 41970, 28529, 37387, 30974, 41615, 45059, 36864, 30022, 67654, 72904, 24888, 27313, 29145, 60313, 23945, 35938, 24516, 36818, 48243, 40165, 37046, 29206, 46580, 33792, 32889, 30407, 32987, 49858, 19189, 31184, 47748, 51612, 37560, 25983, 35058, 40212, 70801, 29099, 43536, 44064, 29802, 35565, 115085, 16352, 29532, 29769, 33538, 45919, 58676, 32370, 54106, 37186, 26607, 27378, 36660, 27910, 37614, 21798, 29759, 21150, 25933, 22667, 43581, 26771, 71324, 18044, 31717, 36016, 40108, 47005, 39826, 40447, 18969, 26622, 37559, 28375, 19449, 37964, 33223, 16158, 33456, 30106, 30300, 22733, 39674, 25646, 16495, 28062, 33261, 42167, 19390, 19161, 31462, 21920, 28040, 23919, 52835, 31409, 86004, 22514, 26949, 28120, 24223, 50206, 43302, 29451, 29447, 42303, 52451, 48683, 71997, 36372, 23299, 22413, 25905, 21519, 25897, 35295, 32001, 54629, 54938, 65071, 25152, 29275, 31584, 39962, 16356, 29783, 35909, 31521, 38243, 27982, 63481, 27333, 32099, 55207, 30851, 42877, 11534, 49477, 34620, 45588, 58395, 44508, 29613, 30226, 53963, 75835, 49492, 34958, 40484, 34826, 40699, 28953, 30867, 37314, 40331, 39848, 40789, 32907, 44973, 41362, 61641, 29747, 29565, 33201, 46539, 44147, 24935, 26959, 55318, 46665, 22669, 25431, 21836, 40450, 36810, 28308, 24687, 28327, 30220, 24508, 20174, 26806, 41010, 30288, 33408, 18760, 36312, 30871, 42197, 18464, 23271, 83004, 48541, 17022, 37627, 46041, 25245, 27993, 35220, 17646, 17483, 41433, 24577, 24658, 33552, 41764, 43370, 21463, 30603, 35516, 32413, 33066, 26841, 29738, 34036, 38519, 26480, 38773, 52577, 39986, 37756, 58003, 37905, 37490, 27611, 27858, 32282, 30592, 27982, 32262, 25228, 33775, 35911, 37825, 31189, 35251, 38878, 45583, 96404, 103940, 41180, 21140, 25494, 35206, 36967, 61366, 68684, 36160, 29684, 24488, 62378, 31142, 32158, 39417, 30826, 30448, 64540, 65931, 108756, 50291, 28032, 57033, 39780, 46166, 35910, 20740, 31115, 33376, 38691, 39279, 31091, 24906, 39714, 50457, 30777, 22549, 26815, 49652, 38874, 72043, 36839, 26327, 43400, 24066, 29088, 30560, 53096, 31770, 34639, 34416, 40033, 37718, 82256, 35172, 29126, 72096, 39131, 34506, 32838, 31445, 47404, 58952, 29195, 28638, 26845, 17049, 17792, 19643, 47648, 30553, 35432, 40630, 37093, 67417, 36609, 36710, 19834, 30131, 27525, 45112, 30257, 37933, 25934, 30825, 29624, 27384, 34061, 54667, 38101, 27889, 45084, 29725, 30993, 34975, 40584, 35144, 27664, 31741, 32434, 36115, 25023, 23724, 41289, 43076, 21864, 27464, 17326, 28483, 38628, 30467, 46301, 70112, 48357, 43448, 41931, 30620, 38096, 31265, 23027, 24826, 29559, 36562, 43186, 32164, 29922, 39198, 44934, 37548, 33003, 30400, 30482, 33840, 27606, 40893, 20648, 39964, 32382, 41948, 31087, 41759, 75053, 36322, 33409, 35952, 40743, 38313, 24394, 22725, 59699, 42594, 21986, 23543, 43508, 35725, 30131, 28761, 26780, 23146, 32884, 18177, 32904, 37679, 28439, 39577, 38175, 23277, 42920, 23958, 32480, 23774, 25994, 29779, 40278, 24717, 31936, 24026, 42679, 27956, 36097, 25231, 46243, 37355, 29851, 31972, 42392, 31782, 32137, 18227, 19862, 40209, 38262, 21266, 61912, 37470, 15825, 51231, 53082, 17257, 30727, 38897, 33687, 36036, 37176, 40793, 38107, 25813, 19386, 42643, 28292, 26507, 25568, 40349, 41495, 37571, 46381, 42706, 32291, 29374, 98533, 33095, 24289, 23171, 31691, 18003, 42279, 34786, 76933, 43771, 33542, 32722, 48179, 33228, 55101, 36602, 30959, 39901, 32213, 34769, 17187, 29524, 27924, 47357, 28833, 46724, 23823, 41805, 41646, 53205, 46077, 17807, 45767, 28066, 33612, 35797, 20011, 38678, 60317, 34468, 34692, 42354, 48268, 93771, 45479, 29541, 39559, 37081, 40758, 42205, 48903, 40953, 56548, 30873, 32321, 28296, 27806, 28736, 34497, 23523, 31949, 39286, 36781, 33436, 48567, 31157, 36686, 34211, 31152, 31396, 24716, 34723, 38253, 28452, 30343, 48169, 39162, 50094, 37850, 38400, 40744, 14716, 18275, 33804, 24491, 33735
#> $ debt_all_stgp_eval_mdn <dbl> 50311, 30624, NA, 20004, 35889, 41000, 27500, NA, 34250, NA, 30750, 15400, NA, 44700, 41000, 29753, 40557, 38677, 33286, NA, 20500, 34760, 29743, NA, 46431, 23917, NA, NA, 23414, 31035, 43700, NA, 27500, 20500, 39656, 30728, 34166, 41000, 38662, 31756, 30750, 81000, 72389, 86864, 52347, 94019, 78548, 32699, 41000, NA, 41000, NA, 20500, 51548, 43380, 40500, 40394, 46750, NA, NA, 91630, 41000, 41000, 53604, 47808, 49626, 49450, 31500, 63550, 59380, 41000, 79041, 51250, 43252, 52152, 39681, 51807, 32518, 42500, 44866, 41000, 39934, 41000, NA, 41000, NA, 20500, NA, 30393, 20500, NA, 34572, NA, 30750, 32500, 85000, NA, 65500, 45001, 41000, 29871, 39801, 34560, 33750, 41000, 32000, 61469, 36958, 38524, NA, 53024, 77865, 30750, 51250, NA, 41000, 54454, 31158, 27142, 39448, 30048, 40678, 28646, 40308, 41000, 41000, 30842, 61500, 79888, 20206, 22000, 29000, 58726, 20833, 32950, 20500, 35398, 45836, 41000, 40529, 23451, NA, 36149, 32825, NA, 30509, 48500, 18178, 31025, 51250, 49500, 34580, 25200, 40100, 35778, 61500, 29015, 41000, NA, 29700, 32046, 106803, NA, 33900, 28500, NA, 42300, 50607, 31626, 50718, 40516, 19485, 20794, 36960, 29303, NA, 24458, 30893, 18516, 26739, NA, 45581, 25028, 50048, 14500, 29964, 40268, 39964, 45641, 46322, 43770, 19706, 23774, 40916, 28930, NA, 31727, 35933, NA, 38525, 30050, NA, 21000, NA, NA, 13098, 25991, 30750, 41000, 18007, NA, 34750, NA, NA, 21054, 51250, 30750, 98616, NA, NA, 20298, 20500, 41000, NA, 20800, NA, 39000, 50339, 46000, 68411, 39210, 20945, 23014, 22926, NA, 24163, 36979, 27502, 46711, 49318, 65000, NA, 27255, 20500, 41000, 17307, 27257, 32926, 30750, 37380, NA, 61500, 26262, 20500, 50646, 27333, 41000, NA, NA, 34689, 34000, 36722, 40007, 32280, 36805, 57796, 51250, 51250, 31596, 37294, 34100, NA, 30519, 27333, 38000, 36500, 37199, 41000, 36083, 41000, 38622, 60249, 34075, 27934, 33885, 43105, 44200, NA, NA, 41000, 47706, 23983, 20500, NA, NA, 31000, 20500, 25800, NA, 32197, NA, NA, NA, 41000, 28700, 32295, 18622, 34687, 27200, 40000, 17916, 20350, 77292, 46812, 16615, 31353, 41000, 26041, 28895, 33933, 17300, NA, 37106, 20500, 25570, NA, 40969, 41000, NA, NA, 40692, 30166, NA, 28072, 28750, 36500, NA, 20500, 40902, 50352, NA, 34750, 53414, NA, 34732, 21558, 27768, 32238, 30550, 27462, 29017, 22801, 34166, NA, 35750, 30500, 34167, 42729, 38500, 69500, 111446, 40977, 18580, 23174, NA, NA, 50451, 59132, NA, 33258, 20500, 65000, 31721, 26720, 35875, 30500, 27417, NA, 57930, 95353, 41000, 27750, 61500, 41000, 45268, 35826, 20500, 30500, 30500, 30290, 33672, 31874, 20500, 40000, 38523, 30750, NA, 22747, 51935, 34029, 70653, NA, 25000, NA, 20602, 24375, 25500, 49805, NA, 34839, 34240, 41000, 40316, 74873, 31486, 30574, 60065, 41000, 40445, 30761, 33698, 41814, 57519, 28910, 30193, 29029, 15780, NA, NA, 39806, 26252, 36659, 43491, 33705, 65000, 30750, 34962, 19092, 28518, 20500, 38605, 28607, NA, 25978, 33077, 32675, 24787, 30216, 47440, 41000, 30833, 41525, 30750, NA, 31333, 34133, 35004, 26584, 34166, 36163, 35500, 25356, 17197, 33069, 40460, 22851, 29473, NA, 31000, 41000, 29542, 37249, 70874, NA, 41000, 44312, NA, 41325, 29202, 23500, NA, 27533, 39220, NA, 30149, NA, NA, 42993, 41000, 36343, 32894, 35500, 35875, 26500, 29035, NA, NA, 33821, NA, 34123, 41000, 41000, 36114, 30000, 30750, 42553, 26500, 21195, 20500, 44750, 39907, 22705, 20500, 41000, 37289, NA, NA, 27735, 20500, 30750, 17490, 33848, 37848, 30871, 40808, 39057, 23756, 41000, 20500, 33322, 20500, 20992, NA, NA, 25414, 36527, 25546, 36614, 25281, 41000, 25525, NA, 29011, 26200, 30394, 38500, 29194, 28959, 12725, 17574, 30069, NA, 20500, 57000, 41000, 15199, 51250, 54678, 15488, 27956, 41000, 32302, 40370, 34724, 41000, 37584, 27582, 17800, 42173, 28577, NA, 21350, 41000, 41000, 30750, 43750, 41000, 34961, NA, 90123, NA, NA, 20359, 29604, 18000, 36453, 29203, 82067, 41200, 34418, 34166, 41000, 24666, 53184, 36979, 30552, 36995, 33245, 41000, 13850, 28000, NA, 41000, 30000, 44417, 20500, 39350, 44879, 47060, 41000, NA, 40899, NA, NA, 34166, NA, NA, 61500, 30750, 34936, 35682, 41000, 85690, 47559, 29892, 34644, 40999, 41208, 41000, 41000, 37500, 55437, 30200, 34167, NA, 22500, 29122, 37649, NA, 25319, 36832, 40940, 35500, 37474, 28840, 32650, 37824, 25823, 32720, 25194, 30731, 36007, 29172, 29917, 43811, 41000, 52120, 39940, 30000, 41470, 13319, NA, 30978, 22866, NA
#> $ debt_all_stgp_eval_mdn10yrpay <dbl> 517, 314, NA, 205, 368, 421, 282, NA, 352, NA, 316, 158, NA, 459, 421, 305, 416, 397, 342, NA, 210, 357, 305, NA, 477, 246, NA, NA, 240, 319, 449, NA, 282, 210, 407, 316, 351, 421, 397, 326, 316, 832, 743, 892, 537, 965, 807, 336, 421, NA, 421, NA, 210, 529, 445, 416, 415, 480, NA, NA, 941, 421, 421, 550, 491, 510, 508, 323, 653, 610, 421, 812, 526, 444, 535, 407, 532, 334, 436, 461, 421, 410, 421, NA, 421, NA, 210, NA, 312, 210, NA, 355, NA, 316, 334, 873, NA, 673, 462, 421, 307, 409, 355, 347, 421, 329, 631, 379, 396, NA, 544, 799, 316, 526, NA, 421, 559, 320, 279, 405, 309, 418, 294, 414, 421, 421, 317, 631, 820, 207, 226, 298, 603, 214, 338, 210, 363, 471, 421, 416, 241, NA, 371, 337, NA, 313, 498, 187, 319, 526, 508, 355, 259, 412, 367, 631, 298, 421, NA, 305, 329, 1097, NA, 348, 293, NA, 434, 520, 325, 521, 416, 200, 214, 379, 301, NA, 251, 317, 190, 275, NA, 468, 257, 514, 149, 308, 413, 410, 469, 476, 449, 202, 244, 420, 297, NA, 326, 369, NA, 396, 309, NA, 216, NA, NA, 134, 267, 316, 421, 185, NA, 357, NA, NA, 216, 526, 316, 1013, NA, NA, 208, 210, 421, NA, 214, NA, 400, 517, 472, 702, 403, 215, 236, 235, NA, 248, 380, 282, 480, 506, 667, NA, 280, 210, 421, 178, 280, 338, 316, 384, NA, 631, 270, 210, 520, 281, 421, NA, NA, 356, 349, 377, 411, 331, 378, 593, 526, 526, 324, 383, 350, NA, 313, 281, 390, 375, 382, 421, 370, 421, 397, 619, 350, 287, 348, 443, 454, NA, NA, 421, 490, 246, 210, NA, NA, 318, 210, 265, NA, 331, NA, NA, NA, 421, 295, 332, 191, 356, 279, 411, 184, 209, 794, 481, 171, 322, 421, 267, 297, 348, 178, NA, 381, 210, 263, NA, 421, 421, NA, NA, 418, 310, NA, 288, 295, 375, NA, 210, 420, 517, NA, 357, 548, NA, 357, 221, 285, 331, 314, 282, 298, 234, 351, NA, 367, 313, 351, 439, 395, 714, 1144, 421, 191, 238, NA, NA, 518, 607, NA, 341, 210, 667, 326, 274, 368, 313, 282, NA, 595, 979, 421, 285, 631, 421, 465, 368, 210, 313, 313, 311, 346, 327, 210, 411, 396, 316, NA, 234, 533, 349, 725, NA, 257, NA, 212, 250, 262, 511, NA, 358, 352, 421, 414, 769, 323, 314, 617, 421, 415, 316, 346, 429, 591, 297, 310, 298, 162, NA, NA, 409, 270, 376, 447, 346, 667, 316, 359, 196, 293, 210, 396, 294, NA, 267, 340, 335, 255, 310, 487, 421, 317, 426, 316, NA, 322, 350, 359, 273, 351, 371, 365, 260, 177, 340, 415, 235, 303, NA, 318, 421, 303, 382, 728, NA, 421, 455, NA, 424, 300, 241, NA, 283, 403, NA, 310, NA, NA, 441, 421, 373, 338, 365, 368, 272, 298, NA, NA, 347, NA, 350, 421, 421, 371, 308, 316, 437, 272, 218, 210, 459, 410, 233, 210, 421, 383, NA, NA, 285, 210, 316, 180, 348, 389, 317, 419, 401, 244, 421, 210, 342, 210, 216, NA, NA, 261, 375, 262, 376, 260, 421, 262, NA, 298, 269, 312, 395, 300, 297, 131, 180, 309, NA, 210, 585, 421, 156, 526, 561, 159, 287, 421, 332, 415, 357, 421, 386, 283, 183, 433, 293, NA, 219, 421, 421, 316, 449, 421, 359, NA, 925, NA, NA, 209, 304, 185, 374, 300, 843, 423, 353, 351, 421, 253, 546, 380, 314, 380, 341, 421, 142, 287, NA, 421, 308, 456, 210, 404, 461, 483, 421, NA, 420, NA, NA, 351, NA, NA, 631, 316, 359, 366, 421, 880, 488, 307, 356, 421, 423, 421, 421, 385, 569, 310, 351, NA, 231, 299, 387, NA, 260, 378, 420, 365, 385, 296, 335, 388, 265, 336, 259, 316, 370, 300, 307, 450, 421, 535, 410, 308, 426, 137, NA, 318, 235, NA
#> $ earn_count_wne_hi_1yr <dbl> 45, 87, NA, 57, 119, 177, 32, 12, 94, 15, 129, 22, 19, 608, 208, 161, 49, 91, 37, NA, 25, 58, 151, 32, 117, 73, 12, NA, 53, 52, 128, 18, 22, 44, 91, 86, 92, 85, 24, 37, 173, 76, 290, 733, 18, 78, 75, 52, 17, NA, 63, 15, 22, 260, 36, 58, 303, 38, NA, 25, 369, 68, 416, 81, 105, 55, 80, 71, 104, 172, 47, 501, 70, 28, 287, 68, 144, 62, 265, NA, 333, 83, 65, 23, 217, NA, 132, 17, 262, 62, 18, 78, 20, 111, 80, 76, 16, 307, 48, 76, 208, 75, 326, 48, 299, 277, 655, 41, 799, 14, 192, 211, 109, 824, 46, 157, 895, 287, 90, 46, 33, 90, 56, 47, 121, 94, 30, 197, 322, 16, 34, 104, 157, 52, 28, 135, 21, 78, 41, 118, 59, 17, 35, 115, 23, 84, 357, 50, 51, 25, 107, 403, 30, 13, 56, 138, 103, 82, 46, 71, 218, 118, 11, 86, 168, 26, 156, 89, 50, 43, 49, 56, 48, 133, 25, 19, 23, 62, 34, 38, 13, 631, 106, 27, 141, 70, 200, 52, 123, 69, 344, 25, 43, 138, 100, 47, 32, 59, 31, 72, 40, 24, 65, NA, NA, 52, 42, 67, 39, 34, 14, 108, 20, 21, 59, 46, 58, 41, 28, 21, 26, 50, 109, 12, 79, 24, 71, 125, 1575, 409, 48, 71, 39, 45, NA, 115, 33, 48, 201, 371, 91, 16, 40, 69, 28, 35, 139, 330, 89, 78, 24, 81, 47, 50, 89, 58, 56, NA, 22, 301, 374, 37, 48, 47, 56, 57, 648, 230, 63, 44, 92, 22, 39, NA, 151, 108, 78, 79, 188, 113, 56, 275, 21, 45, 156, 351, 41, 30, 17, 19, 240, 13, 23, 52, 15, 19, 71, 48, 30, 40, 43, 24, 25, 69, 74, 93, 51, 91, 130, 89, 37, 50, 273, 1521, 138, 41, 349, 63, 117, 80, 17, 24, 69, 109, 26, 16, 1841, 64, 15, 22, 80, 200, 24, 36, 58, 20, 29, 101, 122, 65, 38, 46, 410, 15, 30, 49, 57, 70, 70, 66, 155, 39, 18, 18, 103, 36, 100, 93, 108, 723, 474, 136, 66, 44, 17, 14, 274, 54, 26, 35, 81, 102, 32, 61, 225, 41, 34, NA, 43, 980, 22, 42, 28, 12, 88, 44, 87, 60, 65, 100, 93, 85, 102, 183, 60, 13, 32, 112, 55, 71, 163, 11, NA, 31, 58, 62, 117, 24, 20, 58, 39, 36, 19, 678, 93, 49, 28, 171, 39, 17, 100, 88, 340, 46, 52, 57, 22, 38, 25, 77, 158, 106, 36, 75, 127, 127, 222, 63, 84, 61, 62, 91, 33, 77, 46, 31, 24, 50, 267, 362, 17, 47, 49, 19, 77, 119, 113, 59, 77, 163, 48, 35, 67, 24, 82, 37, 30, 27, 21, 83, 29, 35, 149, 18, 84, 48, 28, 105, 81, 20, 14, 94, 58, 16, 40, 37, 25, 208, 44, 57, 51, 61, 36, 58, 75, 40, 24, NA, 21, 37, 405, 313, 153, 43, 30, 101, 61, 111, 28, 254, 221, 87, 55, 29, 69, 25, 18, 310, 82, 72, 71, 42, 101, 16, 37, 117, NA, 186, 72, 64, 39, 96, 23, 17, 24, 54, 39, 148, 60, 124, 35, 20, 118, 103, 116, 154, 33, 45, 72, 48, 71, NA, 28, 157, 66, 130, 139, 171, 45, 463, 68, 85, 215, 157, 255, 361, 25, 61, 41, 29, 18, 102, 122, 79, 229, 120, 53, 103, 17, 117, NA, 19, 112, 122, 92, 289, 175, 649, 323, 107, 378, 140, 122, 99, 251, 491, 39, NA, 259, 25, 172, NA, 311, 37, 120, 109, 107, 12, 247, 49, NA, 175, 16, 42, 1725, 20, 29, 37, 41, 23, 97, 112, 172, 125, 34, 192, 20, 43, 37, 151, 228, 475, 31, 29, 16, 29, 28, 187, 23, 81, 28, 144, 36, 130, 69, 68, 79, 269, 83, 38, 23, 154, 50, 174, 163, 78, 196, 59, 36, 97, 2462, 37, 50, 47, 29
#> $ earn_mdn_hi_1yr <dbl> 40737, 67202, NA, 68499, 81031, 107636, 45529, 53358, 66686, 65053, 60240, 58673, 82882, 98670, 97211, 63377, 67101, 127000, 59986, NA, 57318, 54948, 71255, 55286, 62756, 63005, 79450, NA, 68499, 66573, 73378, 82440, 61814, 63749, 84161, 76460, 78719, 74063, 101406, 95739, 74576, 108244, 103705, 150453, 55338, 109763, 78134, 63005, 71575, NA, 114223, 122038, 55512, 75573, 62260, 71435, 65310, 77401, NA, 67420, 99335, 64493, 74641, 79284, 92410, 76460, 98403, 98213, 133919, 109763, 74200, 128506, 69897, 37208, 89790, 67660, 81391, 59124, 94851, NA, 71575, 65984, 54109, 74576, 115897, NA, 91211, 52524, 69218, 76930, 60320, 63997, 69338, 92885, 58866, 89130, 48823, 112701, 63600, 54531, 45665, 50606, 75957, 53608, 67660, 76325, 69119, 61814, 89535, 81812, 41193, 76041, 69967, 56329, 58221, 66062, 56796, 69032, 50606, 65131, 51106, 60485, 55964, 40402, 58173, 52107, 54035, 130046, 127602, 57318, 64990, 73635, 105167, 41937, 53108, 60920, 64493, 75623, 64990, 76773, 62579, 90412, 71486, 67273, 72796, 58221, 101406, 53984, 73041, 76460, 81807, 72685, 70176, 91744, 61218, 84653, 60452, 68219, 71351, 62012, 93555, 160423, 63005, 53244, 54442, 74200, 60275, 52789, 74307, 62012, 57318, 70176, 66325, 69338, 48198, 97071, 54435, 74576, 61516, 69338, 43798, 66941, 63855, 68666, 64865, 79473, 97959, 71575, 82440, 72719, 69146, 63005, 55286, 58221, 82238, 67660, 66045, 54192, 46478, 65131, 55713, 69338, 71015, NA, NA, 50856, 47260, 52420, 60878, 60839, 53358, 60399, 54635, 78343, 50856, 44942, 52107, 104749, 55036, 74576, 60771, 50231, 79473, 70456, 73769, 69338, 105083, 93646, 74230, 108154, 56234, 65089, 55964, 41789, NA, 64940, 55108, 102409, 115060, 111713, 73949, 63005, 63005, 70112, 77401, 75921, 83270, 109492, 77401, 62632, 79450, 76083, 47260, 63005, 72902, 72605, 122038, NA, 52107, 66631, 62674, 64990, 61888, 109095, 65486, 91078, 140364, 100951, 97071, 71854, 90146, 55338, 57995, NA, 80004, 77297, 74576, 82882, 78971, 74262, 57318, 115006, 67362, 81333, 75352, 107198, 77715, 53629, 52107, 38289, 47025, 41007, 46478, 70009, 31670, 63005, 79598, 49136, 52941, 53472, 53608, 55964, 49621, 54585, 57318, 54739, 48901, 61888, 68666, 81491, 55964, 71392, 112939, 65476, 54621, 61516, 75405, 74576, 80082, 83768, 44170, 71575, 93816, 79884, 58673, 62012, 68321, 60771, 69338, 70456, 87309, 76729, 70009, 60298, 77087, 64196, 59124, 67660, 89613, 84653, 100690, 90264, 112363, 57318, 114225, 56931, 82440, 68666, 71854, 54296, 64196, 52941, 69338, 55964, 68047, 34420, 62756, 68422, 52492, 166356, 155273, 101494, 54534, 55211, 51273, 67660, 108092, 105863, 47260, 61020, 56276, 61651, 71015, 84653, 61859, 66449, 56641, NA, 54109, 150006, 63005, 59648, 109763, 57318, 66049, 55078, 54470, 54769, 66293, 58402, 63898, 71575, 68499, 76208, 60185, 52107, 56776, 59288, 72325, 75706, 93768, 48041, NA, 57318, 54109, 56931, 63275, 76460, 50856, 56234, 50856, 53775, 53358, 135907, 82440, 66728, 53775, 86997, 61814, 52107, 61859, 87309, 81491, 89968, 68079, 61516, 41349, 73949, 63005, 73231, 73500, 89841, 81997, 80234, 81836, 79284, 67918, 64150, 65238, 64493, 75518, 60623, 48823, 56641, 99960, 43426, 59350, 61303, 98720, 89083, 52107, 70596, 72762, 63005, 68079, 68708, 83848, 80166, 57860, 55456, 57770, 69338, 72274, 81333, 106421, 61177, 54035, 57995, 61516, 76460, 55964, 63005, 82808, 57318, 91539, 67995, 58221, 82756, 66287, 55964, 54713, 55964, 63997, 63005, 65332, 63749, 94408, 65238, 53045, 62579, 48432, 62012, 84653, 61020, 82756, 79284, 120549, NA, 47846, 59045, 95618, 179111, 57149, 61516, 50606, 91502, 55964, 67660, 54869, 110109, 108265, 75204, 87815, 59485, 55693, 66821, 78971, 51690, 65734, 82440, 61681, 58943, 63749, 51273, 57318, 72983, NA, 102902, 49883, 57017, 61064, 77144, 50856, 54713, 52941, 75330, 57995, 58402, 52107, 49527, 44021, 52107, 75282, 64493, 76460, 102743, 57318, 53984, 63997, 60523, 72860, NA, 55286, 100087, 69897, 68858, 62546, 73486, 48041, 75097, 71575, 82756, 66772, 70680, 99069, 62528, 53358, 46254, 58673, 61020, 60433, 86036, 58221, 64493, 128149, 74200, 65486, 73852, 72482, 111769, NA, 56415, 68548, 64150, 59576, 105083, 73164, 137496, 95317, 63005, 73787, 108532, 75204, 59350, 84653, 67524, 63005, NA, 121825, 64493, 83704, NA, 100554, 81491, 83915, 79284, 79150, 58673, 69165, 56234, NA, 102902, 67660, 105465, 60729, 69338, 74200, 87604, 63005, 62260, 121046, 93467, 173400, 81886, 46478, 85243, 57318, 64990, 57318, 91211, 98551, 135440, 62012, 63997, 35416, 62409, 61218, 69338, 66915, 73399, 73949, 65524, 63005, 100738, 57318, 84653, 83388, 64295, 79541, 77715, 73949, 35351, 32806, 37208, 96288, 54509, 71575, 72274, 51607, 77297, 71819, 71015, 83388, 63997, 65657
#> $ earn_count_wne_hi_2yr <dbl> 37, 74, NA, NA, 95, 131, 11, NA, 72, 12, 109, 16, 13, 552, 148, 172, 34, 54, 31, NA, 13, 50, 73, 27, 121, 32, NA, NA, 52, 62, 91, 19, 25, 33, 85, 72, 53, 58, 21, 36, 182, 108, 159, 654, 14, 70, 82, 37, NA, 14, 50, NA, NA, 272, 21, 35, 222, 48, NA, 13, 376, 24, 258, 37, 116, 49, 90, 35, 105, 134, 46, 638, 95, 12, 266, 69, 165, 43, 161, 32, 278, 80, 28, 22, 174, NA, 105, NA, 164, 41, 16, 52, NA, 35, 37, 73, 13, 370, 46, 99, 136, NA, 166, 36, 216, 247, 681, 34, 717, NA, 217, 185, 94, 590, 76, 128, 717, 223, 67, 54, 29, 30, 59, 34, 46, 66, 23, 170, 293, 16, NA, 87, 130, 51, 23, 83, 27, 81, 22, 100, 37, 14, 21, 78, 18, 76, 316, 34, 46, 29, 88, 150, 28, NA, 150, 94, 80, 66, 35, 90, 192, 116, NA, 55, 88, 23, 136, 79, 30, 43, 64, 43, 29, 131, 15, NA, NA, 42, 19, 20, NA, 504, 88, 22, 86, 42, 193, 40, 104, 30, 358, 15, 39, 82, 45, 44, 14, 38, 21, 41, 33, 13, 34, NA, NA, 18, 16, 48, 33, 16, 15, 120, 25, 19, 42, 52, 53, 53, 13, NA, 16, 55, 31, NA, 43, 21, 61, 133, 1384, 287, 47, 67, 26, 30, 23, 93, 34, 51, 189, 313, 52, 16, NA, 62, 31, 35, 68, 218, 69, 54, 14, 82, 17, 21, 71, 43, 43, 21, 16, 251, 246, 37, 30, 33, 59, 45, 626, 128, 54, 19, 70, 18, 27, NA, 134, 109, 58, 64, 142, 95, 52, 89, NA, 32, 144, 297, 31, 30, NA, NA, 220, 16, 21, NA, 14, 18, 47, 24, 17, 34, 42, 16, 31, 40, 44, 73, 41, 19, 104, 89, 19, 59, 122, 1114, 99, 47, 205, 54, 124, 79, 15, 12, 71, 93, 15, 17, 1017, 38, 15, 18, 104, 173, NA, 21, 36, 25, 20, 94, 53, 56, 29, 35, 201, NA, 28, 35, 56, 42, 46, 59, 108, NA, NA, 12, 62, 22, 73, 66, 76, 665, 466, 117, 19, 43, 13, NA, 249, 46, 22, 22, 63, 104, 19, 52, 143, 26, 35, NA, 51, 942, 17, 26, 24, NA, 50, 35, 72, 22, 49, 84, 81, 38, 73, 99, 47, 16, 23, 46, 37, 46, 45, NA, NA, 28, 43, 63, 110, 30, 19, 39, 19, 40, 14, 315, 70, 44, 20, 74, 23, 11, 54, 37, 289, 33, 58, 29, 13, 18, 21, 46, 115, 96, 56, 48, 116, 60, 250, 53, 52, 40, 60, 67, 35, 82, 31, 33, NA, 35, 224, 305, NA, 37, 26, 14, 58, 56, 78, 45, 23, 75, 48, 27, 27, 37, 57, 16, 13, 19, NA, 94, NA, 30, 99, NA, 82, 38, 19, 100, 72, NA, NA, 57, 21, 25, 45, 37, 25, 129, 21, 51, 17, 33, 38, 50, 43, 40, 17, NA, 14, 19, 376, 270, 176, 35, NA, 113, 46, 81, 28, 167, 89, 59, 37, 16, 59, 11, 13, 220, 63, NA, 75, 37, 74, 21, 13, 99, NA, 154, 46, 59, 28, 58, 14, 15, 19, 61, 25, 103, 23, 31, 18, 12, 118, 64, 84, 159, 18, 36, 46, 48, 50, NA, NA, 106, 43, 25, 129, 186, 31, 355, 35, 78, 38, 151, 265, 314, 21, 66, 29, 18, 15, 84, 82, 53, 194, 103, 21, 94, NA, 113, NA, 14, 87, 118, 130, 272, 165, 591, 210, 78, 185, 125, 90, 89, 170, 446, 37, NA, 199, 22, 100, NA, 113, 38, 112, 45, 111, NA, 201, 26, NA, 138, 32, 39, 1359, NA, 28, 27, 20, 16, 68, 116, 310, 91, 21, 178, 21, 23, 33, 140, 149, 476, 34, 16, NA, 19, 37, 193, 20, 81, 15, 143, 11, 128, 48, 63, 43, 226, 49, 32, 17, 158, 51, 137, 88, 51, 156, 46, 21, 93, 1704, 39, 35, 14, 23
#> $ earn_mdn_hi_2yr <dbl> 43798, 70176, NA, NA, 80004, 114892, 50856, NA, 66461, 52107, 58549, 58221, 81333, 98650, 92743, 65042, 54739, 106421, 57318, NA, 48432, 67101, 74105, 58402, 59425, 73075, NA, NA, 71015, 73949, 72214, 85357, 50856, 69338, 90049, 80779, 79838, 67660, 106421, 88907, 73739, 116258, 90983, 143744, 60320, 101406, 80459, 62012, NA, 63005, 88861, NA, NA, 69657, 47260, 67660, 65238, 78074, NA, 76460, 92733, 69338, 79037, 68499, 89672, 80124, 96866, 87973, 128588, 108331, 83768, 131090, 63997, 47260, 89184, 71015, 80503, 66541, 80301, 54661, 66897, 57318, 60161, 87604, 106249, NA, 90348, NA, 70044, 73949, 52941, 64706, NA, 86424, 54697, 99458, 41193, 114046, 61303, 51482, 46790, NA, 75047, 52107, 59688, 75787, 67685, 61020, 88546, NA, 39653, 83022, 65557, 58605, 60689, 62806, 56918, 66566, 53358, 62260, 45696, 59253, 49854, 38289, 60173, 53894, 51106, 134287, 127034, 52941, NA, 65486, 111283, 41342, 55964, 62343, 56415, 78719, 49683, 74786, 61516, 84653, 64493, 65238, 84653, 59576, 100096, 54386, 84653, 73635, 80189, 71661, 72884, NA, 60071, 87470, 59942, 63600, 62260, 58303, 91587, 189565, NA, 48432, 57770, 68778, 61350, 55840, 69338, 71957, 54809, 56931, 63166, 65238, 52107, NA, NA, 62260, 61020, 63005, NA, 66326, 64706, 63005, 57589, 70680, 96991, 68666, 78657, 63005, 67473, 67660, 55286, 57995, 73299, 57318, 56641, 61218, 48432, 69338, 60523, 71015, 57318, NA, NA, 49787, 48432, 61144, 36560, 84653, 61814, 63692, 56641, 67101, 51106, 49344, 46869, 87973, 58673, NA, 58673, 49883, 75204, NA, 78719, 74576, 106421, 92188, 72006, 106102, 51750, 68331, 53537, 52107, 52107, 64572, 63005, 89968, 115060, 106688, 72214, 61177, NA, 64328, 82882, 75518, 71854, 99741, 74200, 61516, 78971, 71778, 46478, 68666, 83388, 71015, 119061, 53775, 69338, 65180, 63318, 81111, 66077, 103746, 64493, 89968, 140166, 98481, 90856, 73635, 89412, 57318, 60771, NA, 90079, 73801, 72602, 80858, 75795, 65238, 65131, 112319, NA, 75204, 72469, 101300, 66915, 55964, NA, NA, 46673, 55964, 46087, NA, 33993, 59722, 88527, 53358, 50465, 59969, 55286, 56563, 47650, 54035, 52107, 53358, 51197, 52265, 70176, 88904, 70456, 58402, 112270, 64473, 50856, 58673, 71495, 73949, 87068, 91017, 55512, 50558, 90856, 82440, 64990, 66171, 69218, 60771, 59417, 55286, 79755, 74953, NA, 73446, 65486, 63749, 73635, 62211, 88971, 85918, 97604, 79473, 109327, NA, 125611, 57318, 71015, 65238, 62409, 54192, 59688, NA, NA, 49644, 70296, 33993, 65387, 71575, 54622, 170426, 145332, 101518, 52107, 56157, 47260, NA, 113850, 108092, 70456, 58673, 56776, 60623, 81498, 88506, 64196, 68499, 52941, NA, 59788, 145543, 96539, 61516, 90637, NA, 67101, 59124, 54401, 58673, 81997, 54686, 63430, 74576, 68443, 68499, 50563, 46478, 51607, 56716, 69897, 76460, 77966, NA, NA, 58557, 49084, 54810, 64493, 71854, 67660, 54748, 48849, 49214, 55964, 127836, 84653, 64121, 44384, 74200, 65486, 49683, 57318, 86867, 76836, 84653, 55286, 60230, 57318, 76460, 58673, 81111, 73035, 86129, 79688, 83177, 85860, 79284, 65610, 63005, 61814, 58402, 73635, 52733, 55964, 61814, 98403, 61516, NA, 62260, 108577, 90283, NA, 71575, 72899, 60161, 65089, 69338, 84284, 64706, 66077, 58092, 67324, 67660, 69338, 76083, 95473, 46087, 63328, 69338, NA, 75518, NA, 63997, 86621, NA, 86867, 72510, 44971, 79284, 60878, NA, NA, 48139, 60623, 58221, 72796, 66104, 82440, 65486, 58402, 54154, 45383, 58402, 86867, 59726, 84100, 73425, 96183, NA, 67164, 61516, 94864, 175674, 57735, 58221, NA, 82440, 51169, 65066, 59124, 102409, 109095, 67660, 91211, 59169, 52733, 64990, 57318, 50677, 65198, NA, 61888, 61020, 59425, 42682, 48432, 74262, NA, 95102, 48198, 54724, 60771, 68778, 46087, 116083, 50465, 76460, 69338, 63005, 43798, 53810, 39369, 33987, 73446, 67101, 76041, 99251, 43240, 54463, 62579, 68219, 70456, NA, NA, 96457, 65131, 57318, 67324, 77966, 62012, 68688, 80022, 78343, 64990, 67324, 92563, 59253, 60771, 45696, 67660, 64990, 59124, 77401, 55625, 54109, 127993, 65486, 63005, 68858, NA, 120363, NA, 52941, 68965, 60013, 57526, 115761, 76460, 131707, 94674, 52420, 68858, 97663, 74786, 52941, 75706, 65131, 53984, NA, 119642, 52107, 71015, NA, 98213, 76878, 80521, 73635, 79912, NA, 68499, 45500, NA, 105585, 63749, 91744, 57714, NA, 78896, 74157, 58673, 76460, 113246, 93467, 155263, 74200, 53358, 82685, 77715, 61064, 58221, 86424, 100915, 127652, 63005, 57995, NA, 63005, 63005, 66461, 65797, 72462, 94408, 60689, 88198, 98506, 61218, 85206, 80292, 65267, 77087, 73949, 63997, 32678, 33993, 37208, 88342, 43519, 78029, 74576, 56415, 79389, 70169, 66821, 64990, 53358, 66821
#> $ tuit_grad_res <dbl> 8130, 7588, 11700, 9834, 10470, 9072, 9540, 9936, 5598, 18530, 7146, 8436, 11700, 10810, 11372, 8956, 7680, 7379, 4626, 4932, 4594, 15678, 13152, 5022, 16224, 11430, 17500, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 11220, 11220, 11220, 11220, 11220, 26896, 8150, 16722, 14940, 17550, 17532, 6738, 13320, 12888, 10452, 11232, 15696, 16713, 44068, 31300, 10980, 20100, 6738, 25470, 6738, 23310, 6738, 27594, 36657, 6738, 41592, 34680, 4410, 6714, 9983, 10836, 12567, 9628, 45288, 11250, 20720, 14940, 6496, 13726, 16632, 12060, 15660, 17730, 20745, 12822, 6497, 6497, 30960, 8190, 28422, 17100, 28800, 13410, 17820, 13050, 6916, 16296, 8019, 5467, 22338, 8912, 16725, 10770, 13320, 21964, 34200, 8570, 18373, 10755, 18996, 9630, 8350, 14076, 16768, 12269, 10584, 7088, 3402, 11736, 5512, 5706, 39800, 13452, 3330, 5187, 6636, 8492, 8910, 4374, 3996, 18600, 15288, 17190, 6232, 6789, 6460, 8851, 10800, 15300, 14328, 18960, 6936, 29730, 7368, 13263, 17168, 7466, 29784, 14310, 18594, 9662, 10962, 15372, 12906, 11858, 50424, 6408, 14845, 24750, 12780, 18996, 17993, 13302, 15100, 10524, 6312, 7767, 11663, 6750, 11460, 7872, 35492, 8497, 7128, 6648, 13000, 16403, 11070, 11700, 8474, 8856, 6996, 16020, 17964, 9990, 5922, 3398, 10068, 9480, 9306, 9670, 12000, 6218, 10764, 10085, 8250, 5173, 10950, 11904, 5670, 6552, 11400, 9132, 6593, 5703, 7234, 5686, 6490, 6540, 5336, 5511, 49030, 7524, 8460, 6840, 24468, 13140, 7182, 7092, 8100, 50410, 15840, 8244, 11718, 7074, 12167, 6858, 14106, 10530, 11610, 22420, 33800, 27216, 49176, 48507, 1675, 13736, 42800, 14793, 3186, 14304, 13524, 16863, 22633, 2520, 20556, 29640, 14994, 32333, 24120, 25344, 2700, 25128, 12232, 12942, 27666, 15120, 13712, 12720, 19116, 21466, 16764, 11300, 9959, 16338, 12869, 10710, 6927, 14746, 13312, 12778, 9630, 8550, 8532, 7185, 16240, 8820, 7373, 8100, 24386, 14076, 6885, 6720, 5269, 10080, 6298, 7141, 7644, 6858, 10206, 7780, 7549, 8400, 7575, 6683, 8496, 7200, 12654, 15672, 9405, 4551, 8025, 15030, 19350, 6307, 4644, 48950, 12690, 8400, 4135, 9810, 3600, 4649, 7134, 14038, 3600, 4968, 4752, 16000, 13560, 18810, 9108, 9810, 16720, 15660, 21564, 18000, 15102, 12960, 10196, 13156, 24156, 10464, 19008, 14545, 22239, 16536, 19476, 33328, 10686, 12024, 10998, 3934, 4418, 7780, 4088, 14376, 3026, 37623, 32517, 14310, 29286, 26460, 43552, 29500, 10130, 10130, 10130, 16380, 15624, 32160, 22320, 19116, 27087, 13536, 28272, 17505, 14040, 15156, 19170, 13500, 13230, 42610, 39936, 21870, 10350, 28680, 13482, 41804, 12240, 13194, 14382, 16182, 15930, 15888, 10870, 10870, 10870, 10870, 10870, 10870, 10870, 10870, 10870, 34632, 16200, 17483, 19800, 4744, 11326, 4656, 12654, 3371, 7722, 9900, 13770, 4545, 9643, 4252, 5117, 4647, 8088, 4448, 3639, 11520, 11194, 37520, 9450, 4348, 12100, 6865, 7185, 5570, 7731, 5713, 12697, 7632, 11250, 42576, 12790, 9565, 16020, 14400, 16008, 11090, 11349, 10200, 10260, 12890, 8964, 10825, 10620, 11560, 9510, 12600, 13166, 18636, 18936, 11970, 13474, 10908, 8492, 9270, 20772, 6043, 3899, 5033, 13734, 4886, 4464, 5316, 22230, 10762, 15504, 15000, 12150, 14391, 30421, 13248, 17496, 14292, 19560, 13140, 11592, 11520, 11592, 16261, 16254, 11592, 7824, 32184, 22212, 16200, 17370, 11934, 11772, 13248, 11592, 23020, 43320, 25560, 10106, 9300, 12060, 19964, 32286, 15858, 12240, 25000, 11352, 12672, 11592, 11592, 15786, 17917, 15840, 11592, 24800, 22368, 13260, 26832, 11826, 8880, 11796, 9180, 7542, 3750, 15075, 70, 8826, 7650, 12398, 13320, 14312, 6840, 7516, 8300, 20160, 8580, 22600, 5700, 18576, 7992, 9024, 11376, 18956, 8820, 7974, 8100, 11044, 8502, 8380, 9200, 6426, 6870, 19890, 3783, 28494, 12240, 3568, 15408, 30200, 3619, 3630, 16481, 7074, 6602, 5798, 7956, 15930, 6048, 3350, 20115, 14940, 3849, 5450, 15390, 4362, 35712, 25092, 20934, 5139, 15570, 40896, 10350, 4896, 6167, 3672, 3228, 5784, 7141, 11300, 12418, 4497, 4896, 26640, 5186, 1600, 5400, 4522, 10620, 4402, 6680, 7280, 5323, 7192, 6473, 7677, 13412, 14436, 17073, 15096, 9000, 12726, 13715, 10628, 10776, 9648, 8051, 8820, 6588, 16920, 8736, 20304, 12467, 10976, 15026, 13914, 10953, 16457, 18202, 25381, 13800, 19353, 11224, 15207, 9582, 11952, 5770, 9000, 10176, 12015, 10539, 10170, 16164, 10305, 4860, 19350, 7936, 7640, 7640, 10387, 7640, 7640, 4338, 2652, 2652, 2652, 9208, 10692, 11160, 6738, 11880, 6738, 6500, 6974, 6738, 9000, 5144
#> $ fee_grad_res <dbl> 1236, 0, 1390, 508, 0, 1624, 840, 640, 1226, 610, 802, 1385, 410, 696, 1011, 451, 1604, 971, 1292, 1026, 1287, 500, 0, 918, 220, 710, 150, 3603, 1385, 1256, 1138, 1595, 1568, 951, 841, 1088, 1092, 988, 911, 1115, 1428, 2017, 1844, 1463, 2118, 1865, 370, 0, 300, 40, 85, 500, 1737, 180, 930, 135, 0, 80, 619, 380, 120, 0, 172, 1612, 354, 1012, 50, 1946, 0, 0, 1916, 713, 400, 2488, 1738, 0, 1774, 840, 2088, 303, 0, 184, 2510, 4460, 2270, 80, 510, 200, 720, 0, 828, 4722, 4801, 792, 50, 690, 526, 45, 0, 0, 100, 1956, 1294, 1857, 1190, 250, 2185, 200, 1967, 0, 1200, 1016, 1797, 802, 400, 0, 0, 2078, 0, 0, 450, 80, 1974, 1602, 400, 1454, 1850, 3180, 2200, 1376, 2022, 2092, 2270, 0, 2116, 1962, 0, 880, 130, 2208, 1713, 2070, 120, 0, 260, 360, 330, 2769, 250, 1900, 3080, 720, 1504, 500, 100, 848, 0, 390, 0, 0, 1981, 440, 1389, 100, 0, 100, 313, 327, 375, 450, 4059, 1642, 3558, 0, 200, 960, 0, 588, 500, 200, 595, 0, 930, 428, 0, 1075, 1501, 0, 280, 0, 240, 1884, 657, 0, 958, 406, 862, 0, 1514, 0, 0, 110, 905, 0, 300, 300, 150, 0, 2755, 2483, 1872, 1064, 2166, 2172, 1829, 3996, 3939, 1980, 1142, 0, 830, 682, 1508, 1924, 2448, 210, 1800, 60, 270, 1538, 1404, 0, 1512, 60, 0, 40, 0, 580, 90, 710, 88, 8563, 0, 30, 0, 2556, 375, 2089, 355, 280, 4671, 162, 195, 405, 52, 0, 60, 2664, 690, 0, 790, 0, 1235, 0, 766, 150, 328, 0, 722, 432, 0, 350, 310, 290, 1757, 923, 0, 0, 0, 0, 669, 1495, 0, 883, 0, 214, 360, 777, 684, 1277, 0, 120, 120, 100, 20, 600, 0, 110, 300, 1095, 701, 126, 396, 324, 660, 0, 2342, 0, 490, 546, 1101, 910, 330, 0, 100, 1758, 525, 1203, 1441, 1676, 0, 1131, 532, 535, 1175, 175, 0, 630, 50, 400, 198, 870, 910, 968, 2718, 1944, 3316, 700, 1676, 2806, 3131, 450, 2097, 60, 1186, 3214, 0, 1386, 2083, 1598, 1526, 853, 0, 1624, 1335, 970, 724, 650, 790, 2002, 85, 308, 432, 430, 470, 860, 491, 970, 490, 111, 290, 1904, 540, 0, 620, 950, 160, 0, 276, 2432, 100, 350, 1000, 300, 274, 50, 0, 814, 351, 180, 340, 1824, 2051, 2477, 1696, 711, 1284, 1063, 515, 480, 1242, 1000, 550, 200, 2977, 549, 2632, 0, 2162, 50, 0, 105, 2902, 1963, 3026, 2636, 2477, 2484, 2595, 2285, 0, 536, 490, 0, 2844, 720, 1375, 1458, 962, 1405, 0, 0, 1765, 0, 34, 1678, 114, 50, 685, 0, 0, 918, 420, 0, 638, 0, 500, 450, 865, 0, 0, 1555, 176, 300, 100, 0, 12, 410, 1905, 2668, 751, 673, 2702, 2070, 3283, 306, 1110, 490, 1434, 0, 180, 1651, 1852, 213, 1317, 0, 1710, 0, 263, 2573, 90, 3916, 130, 468, 5096, 138, 840, 0, 230, 550, 0, 450, 274, 2923, 570, 1030, 0, 1314, 1415, 0, 948, 3318, 990, 0, 550, 50, 600, 3384, 3771, 890, 100, 0, 2399, 300, 1728, 0, 0, 0, 0, 1566, 100, 700, 40, 0, 12914, 856, 0, 400, 120, 300, 0, 1042, 1473, 730, 200, 260, 0, 0, 1379, 0, 70, 30, 1643, 1260, 1776, 1790, 1394, 1040, 1171, 0, 20, 0, 2612, 3006, 350, 2732, 800, 0, 1440, 2146, 2485, 1360, 1166, 1192, 982, 1575, 1958, 2367, 0, 1450, 2029, 1733, 816, 2782, 540, 150, 324, 2184, 680, 5664, 960, 1531, 1801, 2437, 2141, 3120, 1678, 0, 0, 1126, 1480, 48, 1915, 5118, 2125, 2364, 1180, 1947, 0, 756, 954, 630, 1054, 912, 182, 0, 2176, 1916, 5258, 500, 60, 3096, 35, 1104, 379, 92, 3030, 180, 2744, 1190, 2065, 2167, 2654, 0, 841, 424, 200, 100, 0, 765, 1529, 1059, 921, 0, 1734, 0, 700, 0, 0, 120, 0, 0, 0, 0, 0, 1271, 1122, 1402, 1066, 1396, 1335, 900, 900, 900, 794, 300, 300, 1911, 500, 907, 290, 1987, 1075, 0, 1690
#> $ tuit_grad_nres <dbl> 16260, 17294, 11700, 21830, 26950, 27216, 9540, 20592, 11196, 18530, 14292, 17233, 11700, 23480, 31124, 17781, 17400, 18842, 9252, 9864, 9188, 15678, 13152, 7452, 16224, 11430, 17500, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 26322, 26322, 26322, 26322, 26322, 26896, 8150, 16722, 14940, 17550, 17532, 15666, 13320, 12888, 10452, 11232, 15696, 16713, 44068, 31300, 10980, 20100, 15666, 25470, 15666, 23310, 15666, 27594, 36657, 15666, 41592, 34680, 10332, 22374, 20153, 28656, 12567, 23604, 45288, 11250, 20720, 14940, 18102, 34762, 16632, 12060, 15660, 17730, 20745, 12822, 18102, 18102, 30960, 8190, 28422, 17100, 28800, 13410, 17820, 13050, 25759, 16296, 22108, 16695, 22338, 21393, 16725, 27335, 13320, 21964, 34200, 19585, 18373, 10755, 18996, 9630, 19048, 14076, 16768, 12269, 10584, 22166, 13590, 11736, 13507, 11952, 39800, 27872, 13248, 18486, 26518, 24090, 8910, 15750, 15498, 18600, 36768, 17190, 20682, 20870, 21268, 8851, 10800, 15300, 14328, 18960, 16656, 29730, 14736, 22217, 17168, 15038, 29784, 14310, 18594, 9662, 10962, 15372, 12906, 20426, 50424, 12816, 14845, 24750, 12780, 18996, 17993, 13302, 15100, 26310, 11156, 11651, 11663, 6750, 11460, 7872, 35492, 16691, 13986, 15661, 13000, 16403, 11070, 11700, 21786, 26460, 6996, 16020, 17964, 9990, 18414, 9676, 10068, 22176, 9306, 21828, 12000, 16302, 10764, 10085, 16786, 12704, 10950, 11904, 5670, 6552, 16320, 9132, 19478, 16778, 20673, 16617, 18590, 19017, 5336, 19239, 49030, 24498, 8460, 18468, 24468, 19062, 12384, 9108, 8100, 50410, 15840, 11862, 25272, 13860, 12167, 12060, 14106, 10530, 11610, 22420, 33800, 27216, 49176, 48507, 1675, 13736, 42800, 14793, 3186, 25853, 29644, 32913, 22633, 4140, 20556, 29640, 27068, 32333, 24120, 25344, 2700, 25128, 18216, 12942, 27666, 27840, 13712, 12720, 19116, 43346, 32940, 19998, 14922, 24648, 24517, 10710, 6927, 31939, 28195, 12778, 9630, 8550, 8532, 14370, 25120, 8820, 11201, 8100, 24386, 14076, 6885, 10120, 5269, 10080, 6298, 7141, 21912, 6858, 10206, 20900, 16419, 8400, 7575, 13366, 8496, 7200, 12654, 15672, 9405, 9103, 8025, 15030, 19350, 11767, 9324, 48950, 12690, 8400, 18742, 9810, 7200, 12987, 20412, 14038, 7200, 18878, 18662, 16000, 13560, 18810, 10494, 9810, 16720, 15660, 21564, 18000, 15102, 12960, 17966, 17831, 24156, 15837, 28092, 14545, 22239, 28128, 19476, 33328, 16449, 12024, 17856, 9880, 7552, 22643, 14254, 14376, 8730, 37623, 32517, 14310, 29286, 26460, 43552, 29500, 18720, 18720, 18720, 16380, 15624, 32160, 22320, 19116, 27087, 13536, 28272, 17505, 14040, 15156, 19170, 13500, 13230, 42610, 39936, 21870, 10350, 28680, 13482, 41804, 12240, 13194, 14382, 16182, 15930, 15888, 22210, 22210, 22210, 22210, 22210, 22210, 22210, 22210, 22210, 34632, 16200, 17483, 19800, 17913, 11326, 17547, 12654, 14219, 7722, 9900, 13770, 16950, 26854, 17423, 18566, 17347, 22610, 16667, 13896, 11520, 11194, 37520, 9450, 14755, 12100, 6865, 19184, 14873, 13237, 5713, 12697, 13284, 11250, 42576, 24532, 16297, 16020, 14400, 16008, 19362, 11349, 10200, 10260, 29604, 8964, 10825, 10620, 32008, 17502, 12600, 23502, 18636, 18936, 11970, 22890, 10908, 12992, 9270, 20772, 15010, 8813, 19801, 13734, 18989, 10674, 11652, 22230, 13354, 15504, 15000, 21799, 24759, 30421, 20736, 17496, 17892, 19560, 13140, 17400, 11520, 17400, 16261, 16254, 17400, 7824, 32184, 22212, 16200, 17370, 11934, 11772, 13248, 17400, 23020, 43320, 25560, 17636, 9300, 12060, 34266, 32286, 15858, 12240, 25000, 11352, 12672, 17400, 17400, 21636, 17917, 15840, 17400, 24800, 22368, 13260, 26832, 11826, 8880, 24206, 9180, 7542, 3750, 15075, 70, 18424, 7650, 27008, 24144, 27570, 6840, 14449, 22280, 20160, 8580, 22600, 5700, 18576, 22248, 9024, 11376, 18956, 17604, 22086, 24218, 29232, 14262, 20020, 23720, 6426, 6870, 19890, 11128, 28494, 12240, 10912, 15408, 30200, 11564, 10974, 16481, 15696, 13046, 13142, 17100, 15930, 13392, 10694, 20115, 14940, 5019, 12794, 15390, 12390, 35712, 25092, 20934, 12483, 15570, 40896, 10350, 12240, 14327, 11015, 10572, 15953, 15638, 21518, 24150, 12326, 12294, 26640, 20785, 8244, 12744, 11867, 10620, 5081, 6680, 22861, 18632, 17718, 22848, 16161, 13412, 14436, 17073, 38160, 24686, 12726, 13715, 29306, 10776, 26688, 8051, 8820, 15462, 16920, 25548, 20304, 25095, 22479, 25168, 13914, 25438, 16457, 18202, 25381, 13800, 19353, 24656, 27255, 19866, 11952, 14114, 23238, 10176, 12015, 10539, 10170, 16164, 10305, 4860, 19350, 7936, 16771, 16771, 23424, 16771, 16771, 12978, 2652, 2652, 2652, 28010, 10692, 11160, 15666, 11880, 15666, 6500, 28170, 15666, 9000, 17544
#> $ fee_grad_nres <dbl> 1236, 0, 1390, 508, 0, 1624, 840, 640, 1226, 610, 802, 1727, 410, 696, 1011, 513, 1604, 971, 1292, 1026, 1287, 500, 0, 918, 220, 710, 150, 3603, 1385, 1256, 1138, 1595, 1568, 951, 841, 1088, 1092, 988, 911, 1115, 1428, 2017, 1844, 1463, 2118, 1865, 370, 0, 300, 40, 85, 500, 1737, 180, 930, 135, 0, 80, 619, 380, 120, 0, 172, 1612, 354, 1012, 50, 1946, 0, 0, 1916, 713, 400, 2488, 1738, 0, 1774, 840, 2088, 303, 0, 184, 2510, 5654, 2270, 80, 510, 200, 720, 0, 828, 5917, 5996, 792, 50, 690, 526, 45, 0, 0, 100, 2898, 1294, 2561, 1751, 250, 2809, 200, 2795, 0, 1200, 1016, 2348, 802, 400, 0, 0, 2078, 0, 0, 450, 80, 2728, 1602, 400, 1454, 1850, 3180, 2200, 1376, 2022, 2092, 2270, 0, 2116, 1962, 0, 880, 130, 2208, 1713, 2070, 120, 0, 260, 360, 330, 2769, 250, 1900, 3080, 720, 1504, 500, 100, 848, 0, 390, 0, 0, 1981, 440, 1389, 100, 0, 100, 313, 327, 375, 450, 4059, 1782, 3558, 0, 200, 960, 0, 588, 500, 200, 595, 0, 930, 428, 0, 1075, 1501, 0, 280, 0, 240, 1884, 657, 0, 958, 406, 862, 0, 1514, 0, 0, 110, 905, 0, 300, 300, 150, 0, 19690, 2483, 1872, 1064, 2166, 2172, 1829, 13996, 3939, 1980, 1142, 0, 830, 682, 1508, 1924, 2448, 210, 1800, 60, 270, 1538, 1404, 0, 1512, 60, 0, 40, 0, 580, 90, 710, 88, 8563, 0, 30, 0, 2556, 375, 2089, 355, 280, 4671, 162, 195, 405, 52, 0, 60, 2664, 690, 0, 790, 0, 1235, 0, 766, 150, 328, 0, 722, 432, 0, 350, 310, 290, 1757, 923, 0, 0, 0, 0, 669, 1495, 0, 883, 0, 214, 360, 777, 684, 1277, 0, 120, 10473, 100, 20, 600, 0, 110, 300, 1095, 701, 126, 396, 324, 660, 0, 2342, 0, 490, 546, 1101, 910, 330, 0, 100, 1812, 525, 1203, 1441, 1676, 0, 1131, 532, 535, 1175, 175, 0, 630, 50, 400, 198, 870, 910, 968, 2718, 1944, 3316, 700, 1676, 2806, 3131, 450, 2097, 60, 1186, 3214, 0, 1386, 2083, 1598, 1526, 853, 0, 1624, 1335, 970, 724, 650, 790, 2002, 85, 308, 432, 430, 470, 860, 491, 970, 490, 111, 290, 1904, 540, 0, 620, 950, 160, 0, 276, 2432, 100, 350, 1000, 300, 274, 50, 0, 814, 351, 180, 340, 1824, 2051, 2477, 1696, 711, 1284, 1063, 515, 480, 1242, 1000, 550, 200, 2977, 549, 2632, 0, 2162, 50, 0, 105, 2902, 1963, 3026, 2636, 2477, 2484, 2595, 2285, 0, 536, 490, 0, 2844, 720, 1375, 1458, 962, 1405, 0, 0, 1765, 0, 34, 1678, 114, 50, 685, 0, 0, 918, 420, 0, 638, 0, 500, 450, 865, 0, 0, 1555, 176, 300, 100, 0, 12, 410, 1905, 2668, 751, 673, 2702, 2070, 3283, 306, 1110, 490, 1434, 0, 180, 1651, 1852, 213, 1317, 0, 1710, 0, 263, 2861, 90, 5119, 130, 468, 6875, 138, 840, 0, 230, 550, 0, 450, 274, 3825, 570, 1030, 0, 1452, 1415, 0, 948, 3318, 990, 0, 550, 50, 600, 3672, 4930, 890, 100, 0, 2615, 300, 1728, 0, 0, 0, 0, 1566, 100, 700, 40, 0, 32888, 856, 0, 400, 120, 300, 0, 1042, 1473, 730, 200, 260, 0, 0, 1379, 0, 70, 30, 1643, 1260, 1776, 2020, 1394, 1040, 1171, 0, 20, 0, 2612, 3006, 350, 3161, 800, 0, 1440, 2146, 2485, 1360, 1166, 1192, 982, 1575, 1958, 2796, 0, 1450, 2029, 1733, 816, 2782, 540, 150, 324, 2184, 680, 5664, 960, 1531, 1801, 2437, 2141, 3120, 1678, 0, 0, 1126, 1480, 48, 1915, 5666, 2125, 2364, 1180, 1947, 0, 756, 954, 630, 1054, 912, 182, 0, 2176, 1916, 5814, 500, 60, 3096, 35, 1608, 379, 92, 3030, 180, 3312, 1190, 2669, 2792, 3336, 0, 841, 424, 200, 100, 0, 765, 1529, 1059, 921, 0, 1946, 0, 700, 0, 0, 120, 0, 0, 0, 0, 0, 1271, 1122, 1402, 1066, 1396, 1335, 900, 900, 900, 794, 300, 300, 1911, 500, 907, 290, 3046, 1075, 0, 1690
#> $ books_supplies <dbl> 1600, 1200, 1500, 1688, 1200, 1200, 1800, 1020, 1500, 1000, 1129, 1400, 1220, 1103, 800, 1000, 1715, 1046, 1137, 1410, 1200, 1200, 800, 1600, 1792, 1790, 1791, 1848, 1898, 1500, 1791, 1650, 1792, 1764, 1792, 1898, 1500, 1898, 1898, 1600, 1792, 1601, 1766, 1636, 1716, 1541, 1500, 1700, 1790, 1854, 1920, 1792, 1660, 1791, 1791, 1900, 1592, 1844, 1791, 1791, 1500, 1790, 1775, 1818, 1800, 1900, 1600, 1899, 1791, 1107, 1790, 1200, 1800, 1800, 1800, 1800, 1800, 1000, 1200, 1200, 1800, 1000, 1500, 1300, 850, 1150, 972, 1000, 800, 1200, 1000, 1400, 1300, 800, 1800, 800, 1600, 1275, 1040, 1500, 800, 1152, 1400, 1138, 1320, 1200, 1590, 1244, 1210, 1320, 2000, 930, 1200, 1500, 1030, 1250, 1720, 1200, 850, 1200, 1600, 1500, 1200, 1298, 1300, 1222, 1270, 1224, 800, 1400, 1500, 1200, 1006, 1400, 1200, 1500, 1600, 952, 1200, 1200, 1000, 1214, 1200, 1000, 1200, 1200, 1104, 150, 1000, 900, 1400, 1510, 942, 1500, 1500, 1200, 1000, 1350, 1200, 1000, 1400, 1620, 2400, 1000, 1500, 1200, 1200, 1200, 800, 1200, 1100, 840, 900, 1200, 1200, 1000, 1000, 1250, 1140, 1170, 1204, 1380, 1200, 1200, 950, 995, 950, 1280, 1200, 1560, 1200, 1000, 1080, 1500, 1080, 986, 856, 1490, 1000, 2547, 1000, 1000, 1000, 792, 1100, 1200, 1200, 1000, 1160, 1500, 1220, 1220, 1220, 1220, 1220, 1240, 1220, 1200, 1000, 1200, 1200, 800, 1600, 2200, 1400, 1200, 1220, 1250, 0, 1200, 2500, 1300, 1300, 1200, 1000, 1000, 1100, 1260, 1250, 1000, 1000, 800, 1500, 800, 1150, 1000, 1200, 1000, 800, 1000, 1200, 1280, 1000, 1200, 1200, 1240, 1000, 1368, 1100, 1000, 904, 880, 1000, 1200, 1000, 1453, 1048, 1076, 1300, 1000, 764, 1350, 1000, 800, 1196, 948, 1200, 1186, 2000, 480, 1500, 1000, 600, 1200, 1300, 1000, 1000, 1200, 1200, 1556, 1200, 1000, 2300, 1200, 1400, 1100, 1200, 1200, 3300, 1040, 1000, 1200, 1000, 1000, 1200, 1200, 400, 1800, 1485, 1200, 502, 1100, 980, 1000, 1200, 1400, 1350, 1600, 1080, 1012, 1040, 1120, 1298, 1300, 1200, 1000, 1200, 1337, 1400, 2100, 1200, 1230, 1300, 1350, 1600, 1200, 1384, 1234, 1300, 2600, 1569, 1500, 1350, 1000, 1200, 1597, 1698, 1600, 950, 1100, 1080, 1298, 1200, 1466, 1020, 1300, 1000, 1416, 1000, 1400, 910, 1364, 1364, 1364, 1200, 1500, 1012, 1000, 1500, 1300, 1300, 2000, 1200, 1000, 1524, 1470, 1200, 1185, 1589, 1070, 1104, 1000, 800, 1100, 1050, 1200, 800, 1200, 1000, 1100, 615, 1200, 1000, 1196, 900, 1037, 1600, 800, 1528, 1500, 1440, 778, 1400, 822, 700, 1600, 1280, 900, 400, 1300, 1160, 1200, 1400, 1442, 1200, 956, 1500, 1082, 1104, 1505, 1500, 1200, 1400, 1400, 2151, 1222, 1100, 1000, 800, 1000, 912, 1582, 1010, 1550, 1200, 1500, 800, 1000, 1240, 1000, 1200, 1100, 1320, 1200, 1216, 1400, 1200, 1100, 1234, 1030, 2000, 1150, 1216, 1200, 1104, 1248, 1000, 1100, 900, 1200, 1600, 1260, 1260, 1500, 714, 1000, 1218, 1200, 1425, 950, 900, 1551, 1122, 1050, 2090, 864, 999, 1144, 1500, 1200, 1200, 1000, 1020, 1000, 1000, 1000, 1700, 1400, 1200, 1066, 900, 1200, 1080, 1100, 1000, 1100, 1000, 1597, 1000, 1488, 1840, 1280, 1200, 1500, 2000, 1300, 1200, 1200, 1550, 1000, 1100, 1500, 1200, 1300, 1500, 1200, 1300, 1500, 940, 1200, 1400, 2000, 1400, 1060, 1159, 1308, 2200, 1023, 1160, 1000, 950, 1200, 1550, 1400, 1600, 1000, 1400, 1500, 1090, 1420, 1200, 1400, 1415, 1540, 1400, 1598, 1400, 2300, 2300, 1471, 1250, 1250, 1200, 1444, 1274, 868, 1260, 1200, 1400, 1400, 1000, 1064, 1210, 1200, 1300, 1200, 1000, 1456, 1550, 1300, 1350, 1000, 1200, 1300, 800, 1050, 1094, 1000, 1300, 800, 1298, 1192, 820, 1200, 1344, 1054, 1206, 662, 1200, 1216, 1292, 1050, 1000, 1524, 1200, 1050, 1650, 1000, 812, 1600, 810, 976, 1232, 1200, 1000, 1000, 1500, 1200, 1350, 1000, 1000, 1200, 1100, 990, 1771, 1000, 1200, 1000, 1000, 1500, 1210, 2804, 1294, 1000, 900, 1092, 1000, 825, 1000, 1500, 960, 825, 906, 840, 1000, 900, 625, 700, 1078, 1600, 800, 950, 800, 1008, 1000, 400, 1000, 800, 500, 370, 1200, 1700, 1700, 1700, 1220, 1400, 1800, 1764, 1600, 1339, 200, 1200, 1898, 1046, 2000
#> $ roomboard_off <dbl> 8830, 11682, 9600, 9603, 13050, 12898, 8000, 8980, 7284, 9850, 5815, 12080, 15060, 9216, 11300, 9262, 9406, 10332, 8910, 12634, 7054, 6756, 2500, 6915, 12494, 12370, 12492, 12507, 13780, 10900, 13770, 12588, 11360, 12888, 12492, 13882, 13884, 12910, 13882, 11358, 12492, 8606, 9814, 10667, 9008, 10131, 12268, 12400, 4968, 13293, 13200, 13500, 12638, 12492, 12492, 12298, 11104, 12916, 12492, 12492, 14330, 12492, 12492, 12050, 12492, 13882, 13990, 13882, 12492, 12240, 13882, 14348, 12492, 9693, 11205, 10400, 11788, 8910, 9693, 12021, 9694, 12265, 8520, 10503, 12436, 13860, 11986, 11468, 13850, 10462, 10750, 9698, 11884, 12068, 6000, 15698, 13040, 12500, 11440, 11400, 11608, 9764, 10826, 9636, 11364, 13610, 11837, 10680, 9910, 16740, 8544, 16490, 9934, 19125, 8776, 11530, 11680, 9700, 13997, 12326, 3500, 6500, 9354, 10622, 9684, 11750, 9030, 13486, 13640, 7672, 13150, 9800, 8032, 8540, 9258, 6849, 12478, 13030, 17362, 8974, 8280, 8354, 8350, 3858, 10010, 5850, 13387, 9546, 5500, 10868, 10882, 10260, 8082, 8000, 7000, 11500, 7500, 15300, 8565, 8980, 10776, 15489, 6588, 12660, 6111, 7750, 8600, 16699, 7200, 7206, 10186, 9211, 9580, 6000, 4000, 12947, 8000, 6812, 9920, 9696, 7170, 7010, 7400, 8900, 9060, 8356, 8588, 5440, 9470, 8120, 7970, 8392, 7710, 7590, 9610, 11169, 7662, 10881, 7025, 5955, 6296, 10252, 10575, 11820, 3600, 6750, 8400, 7713, 15772, 6516, 9074, 9073, 9074, 9073, 9072, 9714, 9073, 13844, 10164, 7200, 9980, 6500, 14200, 13114, 6000, 11240, 10255, 7870, 15430, 13966, 11876, 7500, 11352, 4630, 6012, 11660, 3500, 15130, 10200, 14870, 11330, 12200, 8000, 8450, 8881, 6380, 5150, 11897, 9200, 15050, 10310, 14500, 11890, 10000, 14882, 9730, 13410, 5400, 10464, 7346, 6324, 9514, 7400, 7780, 8810, 10107, 10872, 9784, 8064, 8706, 6252, 9185, 10040, 9270, 9134, 9561, 17358, 6600, 8500, 9894, 9610, 9377, 4120, 8230, 7700, 8700, 9010, 7686, 8460, 9356, 9000, 7374, 6100, 10002, 7394, 9812, 9418, 10000, 5900, 9488, 8350, 6290, 5104, 7998, 9000, 6521, 8558, 6400, 10125, 10640, 8508, 8288, 15596, 9516, 2050, 8826, 10350, 7164, 8648, 9774, 8354, 7110, 9190, 10558, 12200, 11700, 9514, 9708, 9990, 13500, 10894, 10575, 13000, 9882, 9475, 12446, 10973, 8967, 10964, 10300, 10849, 9600, 17934, 7500, 14350, 11942, 5670, 10800, 7496, 9108, 9472, 8944, 12800, 8224, 9720, 12196, 8000, 9892, 9600, 17010, 13900, 13713, 13713, 13713, 11570, 10000, 11924, 17315, 14400, 10230, 12970, 25000, 15010, 13250, 8096, 9436, 9900, 13380, 13000, 17578, 15558, 9300, 18312, 7222, 12500, 7000, 11463, 12356, 6500, 11740, 12450, 9750, 8090, 11241, 12900, 12982, 12000, 13390, 11600, 11948, 15217, 12865, 10036, 13260, 8380, 10760, 9241, 11495, 8070, 5400, 11600, 6244, 7153, 12218, 9823, 8744, 9636, 10635, 8624, 8208, 10700, 7300, 13404, 7000, 10100, 7292, 8264, 7856, 8136, 12342, 5500, 8882, 7446, 11000, 14298, 12102, 12000, 12680, 5795, 11250, 10720, 6176, 7760, 6300, 12454, 4150, 9000, 6360, 11706, 12268, 10200, 7514, 11508, 6450, 8538, 11376, 11730, 8990, 8136, 5400, 9772, 6378, 8840, 9814, 10280, 5544, 5112, 11338, 8930, 10528, 8650, 11874, 9807, 11822, 12200, 7556, 9699, 8998, 5100, 8912, 10000, 10524, 10784, 11042, 11146, 13328, 14367, 11760, 7200, 11990, 4000, 12000, 10062, 12044, 7500, 7100, 12690, 9268, 10000, 12858, 11230, 14536, 3150, 12880, 11000, 9400, 9212, 9504, 8080, 12336, 13093, 7090, 12860, 8190, 8618, 10460, 9000, 6700, 13650, 9586, 10450, 9990, 9050, 5905, 10897, 9144, 9892, 10540, 7928, 7464, 8630, 8008, 9711, 11330, 7508, 8700, 7690, 9980, 7952, 5090, 7880, 5000, 9153, 8246, 9100, 10238, 7996, 6610, 8750, 8500, 9400, 9310, 8216, 10576, 7204, 9114, 10692, 8500, 9532, 7780, 8973, 9704, 8720, 7996, 11067, 10794, 7550, 6910, 10332, 7590, 8012, 7960, 7872, 7355, 13750, 11112, 10090, 8720, 4000, 8700, 13694, 8868, 7260, 9710, 7466, 10368, 8410, 10070, 10190, 9496, 9970, 12000, 9558, 12974, 9081, 6885, 11000, 8582, 7448, 7500, 7880, 5960, 9936, 8000, 7904, 10576, 12920, 10000, 11382, 7965, 8000, 12186, 11700, 9334, 8046, 10120, 11118, 13430, 10864, 9990, 8720, 11280, 10726, 9648, 10941, 11158, 7800, 10330, 9100, 11499, 11356, 14625, 10524, 9585, 8426, 8340, 7850, 6517, 6718, 10280, 8370, 5664, 3750, 12160, 8510, 7538, 7600, 10030, 7350, 7600, 10320, 8000, 8000, 8000, 9460, 8936, 11104, 12826, 11448, 15450, 6000, 9672, 13882, 17654, 13128
#> $ oth_expense_off <dbl> 3090, 4886, 1600, 3578, 4116, 5664, 4700, 3180, 2800, 5498, 5227, 4250, 4160, 4708, 5200, 5070, 5213, 4104, 5202, 4766, 5471, 2414, 2850, 6939, 4158, 4158, 4258, 2646, 2924, 2516, 2658, 2716, 2478, 2870, 2658, 2924, 2706, 2934, 2924, 2182, 2658, 5665, 5383, 5140, 5317, 5621, 4100, 4340, 4286, 4239, 4610, 4292, 2444, 4258, 4536, 5382, 3696, 4914, 4245, 4158, 2500, 4158, 4156, 3296, 4158, 2966, 3800, 2925, 4158, 3170, 2924, 1880, 4158, 2763, 5193, 4600, 2294, 1600, 1360, 2634, 3272, 6776, 10208, 3671, 2650, 1730, 2806, 2760, 2500, 3150, 2644, 3972, 2920, 1500, 1800, 921, 5500, 1900, 2660, 7700, 5783, 4970, 4458, 6313, 5718, 3000, 5354, 1626, 3750, 3524, 7272, 3062, 3834, 8010, 5678, 6170, 2552, 4100, 8448, 3000, 2400, 3630, 2100, 3860, 4500, 2500, 4460, 2416, 3260, 6044, 5303, 5654, 3952, 2890, 4994, 6195, 2245, 2899, 2220, 4030, 5921, 3840, 3440, 3520, 2240, 1700, 2364, 2067, 4000, 7000, 3628, 4230, 5538, 2000, 2504, 1600, 3250, 5940, 6261, 2100, 2584, 2532, 6489, 1000, 4479, 3900, 7700, 1450, 4120, 3106, 2941, 2768, 3570, 2800, 1600, 2550, 3200, 6512, 3082, 2308, 3798, 2692, 3000, 1620, 3790, 2430, 3420, 6434, 5924, 2872, 4880, 3470, 3836, 4422, 3070, 3190, 3860, 3122, 4252, 1906, 6341, 3581, 4769, 5432, 6150, 5500, 6700, 3307, 5420, 4635, 3918, 3919, 3992, 3919, 3916, 3971, 3919, 1060, 2200, 2700, 3000, 2600, 4150, 1600, 3706, 3100, 1044, 1670, 5850, 3932, 4045, 2300, 2700, 3290, 2000, 1800, 2400, 1200, 1700, 1950, 1500, 2800, 2700, 1050, 2422, 2200, 1922, 1400, 2956, 1800, 3402, 2550, 2000, 2072, 3075, 3300, 1200, 3200, 4400, 938, 3452, 5448, 2578, 6614, 2890, 4248, 2454, 2368, 3364, 3910, 4464, 3246, 1556, 1756, 5754, 2366, 2500, 4864, 2000, 1200, 8186, 2200, 4000, 2700, 2390, 2746, 2350, 3156, 3060, 6712, 2600, 4200, 5100, 4660, 4400, 4060, 5184, 3570, 6085, 2984, 2400, 3200, 4152, 6338, 4300, 3409, 2575, 3246, 4216, 3448, 4482, 4034, 3408, 8104, 3200, 3757, 2700, 4824, 3630, 3870, 3262, 2772, 5682, 4500, 3100, 2250, 8206, 2245, 5722, 3800, 4121, 2856, 1780, 6600, 3681, 4500, 3550, 3926, 5576, 5400, 6282, 2030, 3013, 2900, 1050, 3983, 375, 5400, 4498, 3912, 5154, 3764, 2650, 5080, 7208, 1950, 1500, 2446, 3096, 4860, 1850, 5302, 5302, 5302, 3000, 3650, 2748, 3096, 1850, 3660, 1400, 2500, 2000, 2425, 3348, 9804, 2100, 1100, 2010, 2000, 4452, 5990, 2920, 3450, 976, 3275, 1400, 2460, 4000, 1400, 2062, 2086, 2632, 3505, 5336, 3332, 2800, 1600, 2284, 3600, 1665, 4666, 2808, 2313, 3286, 4000, 3644, 2600, 2426, 2600, 2850, 2460, 4220, 3404, 3496, 2536, 4667, 2442, 4604, 3296, 2000, 3472, 2400, 2774, 2516, 2490, 3500, 3422, 3400, 3152, 3728, 5122, 4790, 4948, 1900, 5666, 3470, 1750, 1230, 3000, 3582, 3530, 2730, 3700, 2014, 4500, 1800, 5194, 2870, 2706, 1500, 5358, 1200, 4550, 2532, 2784, 2000, 3635, 3890, 2000, 8546, 5496, 4650, 4260, 5433, 3760, 6210, 4524, 2955, 2120, 2520, 2550, 2349, 1680, 3700, 1774, 3252, 2210, 3600, 3140, 1700, 4350, 2082, 3500, 3596, 1800, 4278, 2200, 1125, 2510, 1150, 4750, 1328, 2288, 1000, 2500, 1065, 5783, 1700, 2470, 4788, 2060, 2100, 1518, 6000, 1868, 3000, 3258, 3604, 5934, 2300, 1410, 2520, 2358, 3000, 2500, 3200, 2409, 1600, 3785, 2300, 3770, 3600, 2100, 3977, 3502, 4314, 4111, 4184, 3000, 3935, 5441, 4538, 4750, 3204, 2716, 6440, 3250, 5700, 6606, 5150, 6130, 4512, 4162, 3600, 5666, 5518, 3420, 6000, 3649, 8010, 3350, 3480, 4430, 3140, 3241, 4968, 3200, 2037, 3938, 5534, 6900, 6918, 4178, 5508, 3416, 4300, 2572, 3136, 3030, 1830, 4376, 3300, 2556, 2050, 2460, 4762, 3796, 3000, 2600, 4764, 3454, 3910, 4118, 4768, 5820, 4512, 4310, 4180, 4292, 4044, 4700, 4666, 4866, 4420, 3708, 4256, 4854, 4500, 4800, 3770, 3434, 3678, 5052, 4410, 2174, 2700, 2302, 2025, 3300, 1800, 4908, 4500, 4150, 6274, 770, 2892, 3734, 2975, 2600, 2980, 3120, 2754, 2000, 3180, 3330, 3960, 2703, 3000, 4170, 3542, 3561, 3495, 3180, 3400, 2620, 4065, 5332, 4790, 2800, 3310, 4896, 3520, 4840, 2500, 3150, 2700, 3306, 3300, 4830, 3040, 4800, 4800, 4800, 1780, 2236, 3816, 2668, 4401, 2925, 1000, 3400, 2924, 3282, 1800
#> $ tuitfee_grad_res <dbl> 9366, 7588, 13090, 10342, 10470, 10696, 10380, 10576, 6824, 19140, 7948, 9821, 12110, 11506, 12383, 9407, 9284, 8350, 5918, 5958, 5881, 16178, 13152, 5940, 16444, 12140, 17650, 10341, 8123, 7994, 7876, 8333, 8306, 7689, 7579, 7826, 7830, 7726, 7649, 7853, 8166, 13237, 13064, 12683, 13338, 13085, 27266, 8150, 17022, 14980, 17635, 18032, 8475, 13500, 13818, 10587, 11232, 15776, 17332, 44448, 31420, 10980, 20272, 8350, 25824, 7750, 23360, 8684, 27594, 36657, 8654, 42305, 35080, 6898, 8452, 9983, 12610, 13407, 11716, 45591, 11250, 20904, 17450, 10956, 15996, 16712, 12570, 15860, 18450, 20745, 13650, 11219, 11298, 31752, 8240, 29112, 17626, 28845, 13410, 17820, 13150, 8872, 17590, 9876, 6657, 22588, 11097, 16925, 12737, 13320, 23164, 35216, 10367, 19175, 11155, 18996, 9630, 10428, 14076, 16768, 12719, 10664, 9062, 5004, 12136, 6966, 7556, 42980, 15652, 4706, 7209, 8728, 10762, 8910, 6490, 5958, 18600, 16168, 17320, 8440, 8502, 8530, 8971, 10800, 15560, 14688, 19290, 9705, 29980, 9268, 16343, 17888, 8970, 30284, 14410, 19442, 9662, 11352, 15372, 12906, 13839, 50864, 7797, 14945, 24750, 12880, 19309, 18320, 13677, 15550, 14583, 7954, 11325, 11663, 6950, 12420, 7872, 36080, 8997, 7328, 7243, 13000, 17333, 11498, 11700, 9549, 10357, 6996, 16300, 17964, 10230, 7806, 4055, 10068, 10438, 9712, 10532, 12000, 7732, 10764, 10085, 8360, 6078, 10950, 12204, 5970, 6702, 11400, 11887, 9076, 7575, 8298, 7852, 8662, 8369, 9332, 9450, 51010, 8666, 8460, 7670, 25150, 14648, 9106, 9540, 8310, 52210, 15900, 8514, 13256, 8478, 12167, 8370, 14166, 10530, 11650, 22420, 34380, 27306, 49886, 48595, 10238, 13736, 42830, 14793, 5742, 14679, 15613, 17218, 22913, 7191, 20718, 29835, 15399, 32385, 24120, 25404, 5364, 25818, 12232, 13732, 27666, 16355, 13712, 13486, 19266, 21794, 16764, 12022, 10391, 16338, 13219, 11020, 7217, 16503, 14235, 12778, 9630, 8550, 8532, 7854, 17735, 8820, 8256, 8100, 24600, 14436, 7662, 7404, 6546, 10080, 6418, 7261, 7744, 6878, 10806, 7780, 7659, 8700, 8670, 7384, 8622, 7596, 12978, 16332, 9405, 6893, 8025, 15520, 19896, 7408, 5554, 49280, 12690, 8500, 5893, 10335, 4803, 6090, 8810, 14038, 4731, 5500, 5287, 17175, 13735, 18810, 9738, 9860, 17120, 15858, 22434, 18910, 16070, 15678, 12140, 16472, 24856, 12140, 21814, 17676, 22689, 18633, 19536, 34514, 13900, 12024, 12384, 6017, 6016, 9306, 4941, 14376, 4650, 38958, 33487, 15034, 29936, 27250, 45554, 29585, 10438, 10562, 10560, 16850, 16484, 32651, 23290, 19606, 27198, 13826, 30176, 18045, 14040, 15776, 20120, 13660, 13230, 42886, 42368, 21970, 10700, 29680, 13782, 42078, 12290, 13194, 15196, 16533, 16110, 16228, 12694, 12921, 13347, 12566, 11581, 12154, 11933, 11385, 11350, 35874, 17200, 18033, 20000, 7721, 11875, 7288, 12654, 5533, 7772, 9900, 13875, 7447, 11606, 7278, 7753, 7124, 10572, 7043, 5924, 11520, 11730, 38010, 9450, 7192, 12820, 8240, 8643, 6532, 9136, 5713, 12697, 9397, 11250, 42610, 14468, 9679, 16070, 15085, 16008, 11090, 12267, 10620, 10260, 13528, 8964, 11325, 11070, 12425, 9510, 12600, 14721, 18812, 19236, 12070, 13474, 10920, 8902, 11175, 23440, 6794, 4572, 7735, 15804, 8169, 4770, 6426, 22720, 12196, 15504, 15180, 13801, 16243, 30634, 14565, 17496, 16002, 19560, 13403, 14165, 11610, 15508, 16391, 16722, 16688, 7962, 33024, 22212, 16430, 17920, 11934, 12222, 13522, 14515, 23590, 44350, 25560, 11420, 10715, 12060, 20912, 35604, 16848, 12240, 25550, 11402, 13272, 14976, 15363, 16676, 18017, 15840, 13991, 25100, 24096, 13260, 26832, 11826, 8880, 13362, 9280, 8242, 3790, 15075, 12984, 9682, 7650, 12798, 13440, 14612, 6840, 8558, 9773, 20890, 8780, 22860, 5700, 18576, 9371, 9024, 11446, 18986, 10463, 9234, 9876, 12834, 9896, 9420, 10371, 6426, 6890, 19890, 6395, 31500, 12590, 6300, 16208, 30200, 5059, 5776, 18966, 8434, 7768, 6990, 8938, 17505, 8006, 5717, 20115, 16390, 5878, 7183, 16206, 7144, 36252, 25242, 21258, 7323, 16250, 46560, 11310, 6427, 7968, 6109, 5369, 8904, 8819, 11300, 12418, 5623, 6376, 26688, 7101, 6718, 7525, 6886, 11800, 6349, 6680, 8036, 6277, 7822, 7527, 8589, 13594, 14436, 19249, 17012, 14258, 13226, 13775, 13724, 10811, 10752, 8430, 8912, 9618, 17100, 11480, 21494, 14532, 13143, 17680, 13914, 11794, 16881, 18402, 25481, 13800, 20118, 12753, 16266, 10503, 11952, 7504, 9000, 10876, 12015, 10539, 10290, 16164, 10305, 4860, 19350, 7936, 8911, 8762, 11789, 8706, 9036, 5673, 3552, 3552, 3552, 10002, 10992, 11460, 8649, 12380, 7645, 6790, 8961, 7813, 9000, 6834
#> $ tuitfee_grad_nres <dbl> 17496, 17294, 13090, 22338, 26950, 28840, 10380, 21232, 12422, 19140, 15094, 18960, 12110, 24176, 32135, 18294, 19004, 19813, 10544, 10890, 10475, 16178, 13152, 8370, 16444, 12140, 17650, 19269, 17051, 16922, 16804, 17261, 17234, 16617, 16507, 16754, 16758, 16654, 16577, 16781, 17094, 28339, 28166, 27785, 28440, 28187, 27266, 8150, 17022, 14980, 17635, 18032, 17403, 13500, 13818, 10587, 11232, 15776, 17332, 44448, 31420, 10980, 20272, 17278, 25824, 16678, 23360, 17612, 27594, 36657, 17582, 42305, 35080, 12820, 24112, 20153, 30430, 13407, 25692, 45591, 11250, 20904, 17450, 23756, 37032, 16712, 12570, 15860, 18450, 20745, 13650, 24019, 24098, 31752, 8240, 29112, 17626, 28845, 13410, 17820, 13150, 28657, 17590, 24669, 18446, 22588, 24202, 16925, 30130, 13320, 23164, 35216, 21933, 19175, 11155, 18996, 9630, 21126, 14076, 16768, 12719, 10664, 24894, 15192, 12136, 14961, 13802, 42980, 30072, 14624, 20508, 28610, 26360, 8910, 17866, 17460, 18600, 37648, 17320, 22890, 22583, 23338, 8971, 10800, 15560, 14688, 19290, 19425, 29980, 16636, 25297, 17888, 16542, 30284, 14410, 19442, 9662, 11352, 15372, 12906, 22407, 50864, 14205, 14945, 24750, 12880, 19309, 18320, 13677, 15550, 30369, 12938, 15209, 11663, 6950, 12420, 7872, 36080, 17191, 14186, 16256, 13000, 17333, 11498, 11700, 22861, 27961, 6996, 16300, 17964, 10230, 20298, 10333, 10068, 23134, 9712, 22690, 12000, 17816, 10764, 10085, 16896, 13609, 10950, 12204, 5970, 6702, 16320, 28822, 21961, 18650, 21737, 18783, 20762, 20846, 19332, 23178, 51010, 25640, 8460, 19298, 25150, 20570, 14308, 11556, 8310, 52210, 15900, 12132, 26810, 15264, 12167, 13572, 14166, 10530, 11650, 22420, 34380, 27306, 49886, 48595, 10238, 13736, 42830, 14793, 5742, 26228, 31733, 33268, 22913, 8811, 20718, 29835, 27473, 32385, 24120, 25404, 5364, 25818, 18216, 13732, 27666, 29075, 13712, 13486, 19266, 43674, 32940, 20720, 15354, 24648, 24867, 11020, 7217, 33696, 29118, 12778, 9630, 8550, 8532, 15039, 26615, 8820, 12084, 8100, 24600, 14436, 7662, 10804, 6546, 10080, 6418, 17614, 22012, 6878, 10806, 20900, 16529, 8700, 8670, 14067, 8622, 7596, 12978, 16332, 9405, 11445, 8025, 15520, 19896, 12868, 10234, 49280, 12690, 8500, 20554, 10335, 8403, 14428, 22088, 14038, 8331, 19410, 19197, 17175, 13735, 18810, 11124, 9860, 17120, 15858, 22434, 18910, 16070, 15678, 19910, 21147, 24856, 17513, 30898, 17676, 22689, 30225, 19536, 34514, 19663, 12024, 19242, 11963, 9150, 24169, 15107, 14376, 10354, 38958, 33487, 15034, 29936, 27250, 45554, 29585, 19028, 19152, 19150, 16850, 16484, 32651, 23290, 19606, 27198, 13826, 30176, 18045, 14040, 15776, 20120, 13660, 13230, 42886, 42368, 21970, 10700, 29680, 13782, 42078, 12290, 13194, 15196, 16533, 16110, 16228, 24034, 24261, 24687, 23906, 22921, 23494, 23273, 22725, 22690, 35874, 17200, 18033, 20000, 20890, 11875, 20179, 12654, 16381, 7772, 9900, 13875, 19852, 28817, 20449, 21202, 19824, 25094, 19262, 16181, 11520, 11730, 38010, 9450, 17599, 12820, 8240, 20642, 15835, 14642, 5713, 12697, 15049, 11250, 42610, 26210, 16411, 16070, 15085, 16008, 19362, 12267, 10620, 10260, 30242, 8964, 11325, 11070, 32873, 17502, 12600, 25057, 18812, 19236, 12070, 22890, 10920, 13402, 11175, 23440, 15761, 9486, 22503, 15804, 22272, 10980, 12762, 22720, 14788, 15504, 15180, 23450, 26611, 30634, 22053, 17496, 19602, 19560, 13403, 20261, 11610, 22519, 16391, 16722, 24275, 7962, 33024, 22212, 16430, 17920, 11934, 12222, 13522, 21225, 23590, 44350, 25560, 19088, 10715, 12060, 35214, 35604, 16848, 12240, 25550, 11402, 13272, 21072, 22330, 22526, 18017, 15840, 20015, 25100, 24096, 13260, 26832, 11826, 8880, 25772, 9280, 8242, 3790, 15075, 32958, 19280, 7650, 27408, 24264, 27870, 6840, 15491, 23753, 20890, 8780, 22860, 5700, 18576, 23627, 9024, 11446, 18986, 19247, 23346, 25994, 31252, 15656, 21060, 24891, 6426, 6890, 19890, 13740, 31500, 12590, 14073, 16208, 30200, 13004, 13120, 18966, 17056, 14212, 14334, 18082, 17505, 15350, 13490, 20115, 16390, 7048, 14527, 16206, 15172, 36252, 25242, 21258, 14667, 16250, 46560, 11310, 13771, 16128, 13452, 12713, 19073, 17316, 21518, 24150, 13452, 13774, 26688, 22700, 13910, 14869, 14231, 11800, 7028, 6680, 23617, 19586, 18348, 23902, 17073, 13594, 14436, 19249, 40076, 30500, 13226, 13775, 32402, 10811, 28296, 8430, 8912, 18492, 17100, 28860, 21494, 27764, 25271, 28504, 13914, 26279, 16881, 18402, 25481, 13800, 20118, 26185, 28314, 20787, 11952, 16060, 23238, 10876, 12015, 10539, 10290, 16164, 10305, 4860, 19350, 7936, 18042, 17893, 24826, 17837, 18167, 14313, 3552, 3552, 3552, 28804, 10992, 11460, 17577, 12380, 16573, 6790, 31216, 16741, 9000, 19234
#> $ coa_grad_res <dbl> 22886, 25356, 25790, 25211, 28836, 30458, 24880, 23756, 18408, 35488, 20119, 27551, 32550, 26533, 29683, 24739, 25618, 23832, 21167, 24768, 19606, 26548, 19302, 21394, 34888, 30458, 36191, 27342, 26725, 22910, 26095, 25287, 23936, 25211, 24521, 26530, 25920, 25468, 26353, 22993, 25108, 29109, 30027, 30126, 29379, 30378, 45134, 26590, 28066, 34366, 37365, 37616, 25217, 32041, 32637, 30167, 27624, 35450, 35860, 62889, 49750, 29420, 38695, 25514, 44274, 26498, 42750, 27390, 46035, 53174, 27250, 59733, 53530, 21154, 26650, 26783, 28492, 24917, 23969, 61446, 26016, 40945, 37678, 26430, 31932, 33452, 28334, 31088, 35600, 35557, 28044, 26289, 27402, 46120, 17840, 46531, 37766, 44520, 28550, 38420, 31341, 24758, 34274, 26963, 25059, 40398, 29878, 30475, 27607, 34904, 40980, 55698, 25335, 47810, 26639, 37946, 25582, 25428, 37371, 33294, 20219, 22294, 21716, 20784, 27620, 22438, 22316, 60106, 33352, 19822, 27162, 25382, 23752, 21740, 21942, 20502, 34923, 33049, 38102, 22644, 23703, 21938, 21961, 19178, 29010, 23438, 36145, 21468, 40480, 28036, 32253, 33888, 23532, 41784, 25414, 33742, 21412, 33942, 31398, 24986, 28599, 70505, 23274, 29605, 36840, 25730, 36809, 37669, 25797, 27062, 28810, 20773, 25375, 21663, 13750, 28917, 20072, 50654, 23139, 20502, 19415, 24082, 28933, 23218, 25500, 21330, 23315, 20150, 32894, 30516, 24280, 20668, 16681, 23580, 24198, 25057, 22910, 27493, 20009, 21172, 23722, 23193, 22422, 28994, 23054, 19420, 23002, 23420, 34239, 21727, 21787, 22510, 22138, 22874, 22577, 24257, 23662, 67114, 22030, 19560, 21850, 35050, 34598, 26020, 20646, 23850, 64729, 26690, 29794, 32354, 26899, 23267, 23722, 23286, 19542, 26110, 29420, 51970, 40456, 67706, 62425, 26038, 25936, 53130, 27246, 15322, 22951, 29910, 30174, 40763, 22103, 39048, 44725, 28671, 51542, 38390, 41014, 15332, 41782, 21516, 24412, 43508, 27333, 29306, 26186, 35074, 36168, 29992, 24750, 24007, 27818, 27000, 23616, 19043, 32587, 27110, 33836, 22280, 21050, 20106, 27150, 30312, 17540, 20386, 19490, 37046, 26796, 19704, 20124, 24170, 22880, 18992, 20761, 23606, 20072, 25778, 23582, 22429, 23985, 22182, 19134, 19312, 17852, 28314, 30832, 20535, 18426, 19471, 31346, 35184, 20900, 18976, 69264, 31310, 14950, 19876, 24735, 18391, 19448, 23466, 26694, 15733, 21670, 21645, 33675, 28685, 37730, 23028, 26972, 36520, 32073, 37095, 34990, 33902, 30434, 30286, 32379, 38983, 29980, 40114, 36376, 35819, 40930, 30936, 51114, 31422, 19767, 30184, 18961, 20136, 25012, 18947, 31026, 19420, 56906, 48933, 25534, 43690, 40946, 68824, 46245, 30817, 30941, 30939, 32620, 31634, 48335, 44701, 37356, 42388, 29496, 59676, 36255, 30715, 28744, 40830, 26860, 28895, 59485, 63016, 43084, 26990, 51712, 25554, 56604, 23765, 26857, 31212, 28033, 30350, 31355, 25730, 24643, 29289, 31702, 28932, 28554, 27723, 26797, 28398, 54196, 35509, 32277, 36395, 20087, 28235, 21453, 27649, 16429, 17072, 25510, 23779, 20220, 28670, 21797, 19989, 22927, 24731, 21375, 18933, 25720, 23702, 55214, 20624, 21959, 23824, 21104, 20921, 18868, 25630, 15853, 28283, 22643, 28748, 60008, 33736, 25949, 31500, 23350, 31258, 26592, 23073, 22430, 21460, 29212, 19014, 23325, 23724, 28235, 25514, 26300, 28743, 32736, 31436, 24244, 28882, 25650, 22627, 24101, 32040, 26712, 17706, 22485, 31378, 24596, 15074, 18966, 39782, 25506, 29102, 27250, 29776, 29521, 45186, 32555, 27690, 29952, 31912, 23603, 27417, 24510, 31382, 30277, 32264, 32430, 24090, 53369, 37572, 25955, 33486, 17984, 30172, 25992, 29947, 33090, 55050, 40315, 28068, 23415, 28876, 38770, 53480, 23298, 28138, 44550, 23970, 26684, 28938, 28597, 35946, 34510, 25840, 30571, 36948, 37214, 27420, 40332, 22435, 25070, 27933, 23430, 24002, 17840, 24140, 29017, 23636, 24056, 28472, 26712, 26076, 20355, 23207, 25572, 38370, 21092, 35276, 21230, 33306, 24113, 22140, 25676, 31516, 25543, 23182, 23976, 30336, 24810, 21750, 27421, 20046, 25550, 33800, 19291, 47950, 24208, 19523, 33128, 43100, 18028, 18894, 34473, 26102, 24616, 20364, 26813, 32915, 20856, 16655, 35133, 28310, 17070, 20519, 28578, 18355, 52852, 39864, 37204, 20839, 24550, 58660, 31066, 19941, 19958, 21137, 18947, 26146, 22947, 26342, 27988, 20627, 21682, 44438, 22325, 26082, 22226, 18529, 28706, 20785, 19440, 21936, 18737, 18192, 22373, 22841, 26908, 28186, 36369, 30514, 29015, 25491, 24575, 32018, 28111, 25226, 24521, 20802, 24828, 35264, 26319, 35584, 27442, 30347, 32454, 26562, 26815, 32461, 31162, 39339, 26900, 37287, 28611, 35277, 25428, 25557, 20330, 20860, 23416, 24564, 23125, 24970, 28644, 21815, 12930, 37358, 19946, 19999, 20062, 25925, 19856, 21836, 20233, 18052, 18052, 18052, 22462, 23564, 28180, 25907, 29829, 27359, 13990, 23233, 26517, 30982, 23762
#> $ coa_grad_nres <dbl> 31016, 35062, 25790, 37207, 45316, 48602, 24880, 34412, 24006, 35488, 27265, 36690, 32550, 39203, 49435, 33626, 35338, 35295, 25793, 29700, 24200, 26548, 19302, 23824, 34888, 30458, 36191, 36270, 35653, 31838, 35023, 34215, 32864, 34139, 33449, 35458, 34848, 34396, 35281, 31921, 34036, 44211, 45129, 45228, 44481, 45480, 45134, 26590, 28066, 34366, 37365, 37616, 34145, 32041, 32637, 30167, 27624, 35450, 35860, 62889, 49750, 29420, 38695, 34442, 44274, 35426, 42750, 36318, 46035, 53174, 36178, 59733, 53530, 27076, 42310, 36953, 46312, 24917, 37945, 61446, 26016, 40945, 37678, 39230, 52968, 33452, 28334, 31088, 35600, 35557, 28044, 39089, 40202, 46120, 17840, 46531, 37766, 44520, 28550, 38420, 31341, 44543, 34274, 41756, 36848, 40398, 42983, 30475, 45000, 34904, 40980, 55698, 36901, 47810, 26639, 37946, 25582, 36126, 37371, 33294, 20219, 22294, 37548, 30972, 27620, 30433, 28562, 60106, 47772, 29740, 40461, 45264, 39350, 21740, 33318, 32004, 34923, 54529, 38102, 37094, 37784, 36746, 21961, 19178, 29010, 23438, 36145, 31188, 40480, 35404, 41207, 33888, 31104, 41784, 25414, 33742, 21412, 33942, 31398, 24986, 37167, 70505, 29682, 29605, 36840, 25730, 36809, 37669, 25797, 27062, 44596, 25757, 29259, 21663, 13750, 28917, 20072, 50654, 31333, 27360, 28428, 24082, 28933, 23218, 25500, 34642, 40919, 20150, 32894, 30516, 24280, 33160, 22959, 23580, 36894, 25057, 35068, 27493, 30093, 21172, 23722, 31729, 29953, 28994, 23054, 19420, 23002, 28340, 51174, 34612, 32862, 35949, 33069, 34974, 35054, 34257, 37390, 67114, 39004, 19560, 33478, 35050, 40520, 31222, 22662, 23850, 64729, 26690, 33412, 45908, 33685, 23267, 28924, 23286, 19542, 26110, 29420, 51970, 40456, 67706, 62425, 26038, 25936, 53130, 27246, 15322, 34500, 46030, 46224, 40763, 23723, 39048, 44725, 40745, 51542, 38390, 41014, 15332, 41782, 27500, 24412, 43508, 40053, 29306, 26186, 35074, 58048, 46168, 33448, 28970, 36128, 38648, 23616, 19043, 49780, 41993, 33836, 22280, 21050, 20106, 34335, 39192, 17540, 24214, 19490, 37046, 26796, 19704, 23524, 24170, 22880, 18992, 31114, 37874, 20072, 25778, 36702, 31299, 23985, 22182, 25817, 19312, 17852, 28314, 30832, 20535, 22978, 19471, 31346, 35184, 26360, 23656, 69264, 31310, 14950, 34537, 24735, 21991, 27786, 36744, 26694, 19333, 35580, 35555, 33675, 28685, 37730, 24414, 26972, 36520, 32073, 37095, 34990, 33902, 30434, 38056, 37054, 38983, 35353, 49198, 36376, 35819, 52522, 30936, 51114, 37185, 19767, 37042, 24907, 23270, 39875, 29113, 31026, 25124, 56906, 48933, 25534, 43690, 40946, 68824, 46245, 39407, 39531, 39529, 32620, 31634, 48335, 44701, 37356, 42388, 29496, 59676, 36255, 30715, 28744, 40830, 26860, 28895, 59485, 63016, 43084, 26990, 51712, 25554, 56604, 23765, 26857, 31212, 28033, 30350, 31355, 37070, 35983, 40629, 43042, 40272, 39894, 39063, 38137, 39738, 54196, 35509, 32277, 36395, 33256, 28235, 34344, 27649, 27277, 17072, 25510, 23779, 32625, 45881, 34968, 33438, 35627, 39253, 33594, 29190, 25720, 23702, 55214, 20624, 32366, 23824, 21104, 32920, 28171, 31136, 15853, 28283, 28295, 28748, 60008, 45478, 32681, 31500, 23350, 31258, 34864, 23073, 22430, 21460, 45926, 19014, 23325, 23724, 48683, 33506, 26300, 39079, 32736, 31436, 24244, 38298, 25650, 27127, 24101, 32040, 35679, 22620, 37253, 31378, 38699, 21284, 25302, 39782, 28098, 29102, 27250, 39425, 39889, 45186, 40043, 27690, 33552, 31912, 23603, 33513, 24510, 38393, 30277, 32264, 40017, 24090, 53369, 37572, 25955, 33486, 17984, 30172, 25992, 36657, 33090, 55050, 40315, 35736, 23415, 28876, 53072, 53480, 23298, 28138, 44550, 23970, 26684, 35034, 35564, 41796, 34510, 25840, 36595, 36948, 37214, 27420, 40332, 22435, 25070, 40343, 23430, 24002, 17840, 24140, 48991, 33234, 24056, 43082, 37536, 39334, 20355, 30140, 39552, 38370, 21092, 35276, 21230, 33306, 38369, 22140, 25676, 31516, 34327, 37294, 40094, 48754, 30570, 33390, 41941, 20046, 25550, 33800, 26636, 47950, 24208, 27296, 33128, 43100, 25973, 26238, 34473, 34724, 31060, 27708, 35957, 32915, 28200, 24428, 35133, 28310, 18240, 27863, 28578, 26383, 52852, 39864, 37204, 28183, 24550, 58660, 31066, 27285, 28118, 28480, 26291, 36315, 31444, 36560, 39720, 28456, 29080, 44438, 37924, 33274, 29570, 25874, 28706, 21464, 19440, 37517, 32046, 28718, 38748, 31325, 26908, 28186, 36369, 53578, 45257, 25491, 24575, 50696, 28111, 42770, 24521, 20802, 33702, 35264, 43699, 35584, 40674, 42475, 43278, 26562, 41300, 32461, 31162, 39339, 26900, 37287, 42043, 47325, 35712, 25557, 28886, 35098, 23416, 24564, 23125, 24970, 28644, 21815, 12930, 37358, 19946, 29130, 29193, 38962, 28987, 30967, 28873, 18052, 18052, 18052, 41264, 23564, 28180, 34835, 29829, 36287, 13990, 45488, 35445, 30982, 36162
# df_mba_fac
df_mba_fac %>% glimpse()
#> Rows: 665
#> Columns: 36
#> $ opeid6 <chr> "001002", "001052", "025034", "001055", "001051", "001009", "001003", "001004", "001016", "001036", "001047", "001063", "001061", "001081", "001083", "001082", "001101", "001108", "001090", "001089", "001092", "001097", "001100", "001107", "001117", "001125", "001133", "001143", "007993", "001157", "001142", "001144", "001146", "001141", "001147", "001137", "001138", "001139", "001140", "001153", "001150", "001313", "001314", "001315", "001316", "001317", "001164", "020705", "001196", "001253", "001205", "001183", "001149", "001216", "001215", "001243", "011460", "001179", "001252", "001329", "010149", "001262", "001322", "001151", "010395", "001154", "001325", "001155", "001326", "001302", "001156", "001328", "001343", "001345", "004508", "004509", "001370", "009401", "001350", "001371", "001363", "001374", "001416", "001378", "001417", "001385", "001422", "001397", "001402", "001403", "001409", "001406", "001380", "001431", "007948", "001434", "001443", "001444", "001460", "001466", "001505", "003954", "001479", "001480", "001481", "001469", "009635", "001488", "001535", "001495", "021519", "001536", "009841", "001509", "008849", "001515", "001526", "001537", "001468", "001531", "001521", "001538", "003955", "001544", "001556", "008976", "001561", "001564", "001569", "001573", "001602", "001572", "001598", "001588", "001599", "001601", "001605", "001610", "007279", "001616", "001620", "001626", "001624", "001634", "001641", "001666", "001671", "001674", "001676", "009145", "001776", "001767", "001692", "001700", "001707", "001710", "001722", "001733", "001734", "001735", "001737", "001739", "001693", "001741", "001746", "001748", "001749", "001750", "001664", "001768", "001758", "001759", "001780", "001785", "001787", "001788", "001800", "001804", "001808", "001807", "001811", "001822", "001832", "001842", "001891", "001869", "001892", "001880", "001889", "001893", "001903", "001927", "001915", "001918", "001948", "001939", "001928", "007032", "001926", "001943", "001940", "001949", "001950", "001954", "001959", "001962", "001975", "002002", "002010", "002008", "002017", "002015", "002005", "002020", "002024", "002025", "002031", "002029", "002053", "002051", "002054", "002052", "002102", "002062", "002072", "002076", "002077", "002078", "011644", "002103", "002083", "002086", "002091", "002114", "002117", "002118", "002122", "002124", "002128", "002130", "002133", "002183", "021829", "002139", "002143", "002184", "002161", "002221", "002222", "002199", "002188", "002208", "002211", "002210", "002218", "002226", "002233", "002190", "002238", "002243", "002249", "002323", "002259", "002262", "002266", "002279", "002325", "002290", "002326", "002327", "002307", "002314", "002316", "002318", "002329", "002330", "002334", "009058", "002347", "002354", "010374", "003969", "002371", "002377", "002380", "002345", "002342", "002375", "002394", "002396", "002397", "002403", "002410", "002440", "002424", "002415", "002423", "002441", "002447", "002449", "002454", "002461", "002463", "002464", "002480", "007540", "002496", "002498", "002499", "002506", "002501", "002503", "002520", "002521", "002525", "002536", "009743", "002539", "002554", "002565", "002540", "002566", "002569", "002568", "002575", "002579", "002580", "002591", "002586", "002598", "002599", "002607", "002610", "002608", "002609", "002613", "002622", "002616", "002617", "002621", "009344", "002628", "002629", "002638", "002639", "009345", "021922", "002625", "002651", "002653", "002663", "002657", "002650", "002664", "002666", "002668", "002681", "002699", "009769", "002707", "002711", "007273", "002687", "007022", "002712", "002713", "002722", "002732", "002737", "002744", "002748", "002751", "002758", "002765", "002772", "002775", "002778", "002703", "020662", "002785", "002782", "002790", "002791", "002805", "002806", "002810", "002817", "002705", "002825", "002821", "002823", "002835", "002836", "002837", "002838", "002842", "002846", "002848", "010286", "002853", "002882", "010142", "002883", "002899", "002906", "002913", "002923", "002927", "002928", "002929", "002941", "002948", "002905", "002974", "002975", "002976", "002950", "002972", "002984", "002954", "002955", "002957", "002978", "002985", "002981", "002992", "002994", "003005", "002997", "003123", "003012", "003014", "003018", "003023", "003024", "003125", "003032", "003127", "003045", "003050", "003051", "003066", "003069", "003072", "003077", "007085", "003033", "003035", "003090", "003100", "003121", "003131", "010923", "003134", "003135", "003078", "003144", "003145", "003151", "003149", "003152", "003161", "003170", "003166", "003184", "003179", "003181", "003185", "003193", "003194", "003208", "003210", "003223", "003212", "003216", "003224", "003219", "003986", "003233", "003315", "003241", "003316", "003303", "003244", "003318", "003252", "003256", "003258", "003259", "003266", "003267", "003270", "003275", "003277", "003287", "003288", "003289", "003290", "003296", "003988", "003329", "003378", "003357", "003360", "003366", "003384", "003362", "003326", "003327", "003371", "003388", "003391", "003328", "003313", "003394", "003399", "003402", "003404", "003406", "003414", "003411", "003418", "003419", "003422", "003428", "003425", "003441", "003448", "003451", "003456", "003469", "003474", "003478", "003479", "003481", "003482", "003485", "003486", "003487", "003496", "003500", "003502", "003509", "003510", "003529", "003530", "003531", "003522", "003523", "003527", "003528", "003537", "003541", "003545", "003557", "011161", "003560", "003651", "031703", "003565", "003576", "011711", "003612", "013231", "003652", "003578", "003581", "009651", "003584", "003588", "003592", "003594", "003598", "003630", "003604", "003621", "003654", "003606", "003623", "003613", "003616", "003624", "003615", "003631", "003639", "003632", "003656", "003658", "009741", "003661", "011163", "003636", "010115", "003642", "003644", "003646", "003663", "003665", "003670", "003678", "003677", "004027", "003675", "003680", "003681", "003684", "003692", "003696", "003705", "030913", "003708", "003749", "003714", "003721", "020530", "003720", "003746", "003724", "003728", "003737", "003754", "003735", "003745", "013022", "003775", "003778", "003783", "003785", "003794", "003790", "003800", "003798", "003802", "003804", "003812", "003827", "003832", "003837", "003838", "003842", "003848", "003854", "003861", "003863", "003911", "003917", "003920", "003896", "003921", "003923", "003932", "025875", "003941", "011719", "001825", "006942", "041618", "030113", "030375", "032603", "033394", "032553", "039803", "041425", "001579"
#> $ unitid <dbl> 100654, 100663, 100690, 100706, 100751, 100858, 101189, 101709, 101879, 102049, 102368, 102614, 102669, 104151, 104179, 105330, 106245, 106397, 106458, 106467, 106704, 107044, 107141, 107983, 109785, 110361, 110413, 110422, 110486, 110495, 110510, 110529, 110538, 110547, 110556, 110565, 110574, 110583, 110592, 110608, 110617, 110644, 110653, 110662, 110671, 110680, 111948, 112075, 113698, 114813, 115083, 115728, 115755, 117140, 117627, 119173, 119605, 120184, 120537, 120883, 121150, 121309, 121691, 122409, 122436, 122597, 122612, 122755, 122931, 123554, 123572, 123961, 125897, 126182, 126562, 126580, 126614, 126669, 126818, 127060, 127918, 128498, 128744, 128771, 129020, 129242, 129525, 129941, 130226, 130253, 130314, 130493, 130776, 130943, 131113, 131159, 131450, 131469, 131876, 132471, 132657, 132903, 133553, 133650, 133669, 133881, 133951, 134079, 134130, 134945, 135081, 135726, 136172, 136215, 136330, 136950, 137032, 137351, 137476, 137546, 137564, 137847, 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#> $ instnm <chr> "Alabama A & M University", "University of Alabama at Birmingham", "Amridge University", "University of Alabama in Huntsville", "The University of Alabama", "Auburn University", "Faulkner University", "University of Montevallo", "University of North Alabama", "Samford University", "Troy University", "University of Alaska Fairbanks", "Alaska Pacific University", "Arizona State University-Tempe", "University of Arizona", "Northern Arizona University", "University of Arkansas at Little Rock", "University of Arkansas", "Arkansas State University-Main Campus", "Arkansas Tech University", "University of Central Arkansas", "Harding University", "John Brown University", "Southern Arkansas University Main Campus", "Azusa Pacific University", "California Baptist University", "California Lutheran University", "California Polytechnic State University-San Luis Obispo", "California State University-Bakersfield", "California State University-Stanislaus", "California State University-San Bernardino", "California State Polytechnic University-Pomona", "California State University-Chico", "California State University-Dominguez Hills", "California State University-Fresno", "California State University-Fullerton", "California State University-East Bay", "California State University-Long Beach", "California State University-Los Angeles", "California State University-Northridge", "California State University-Sacramento", "University of California-Davis", "University of California-Irvine", "University of California-Los Angeles", "University of California-Riverside", "University of California-San Diego", "Chapman University", "Concordia University-Irvine", "Dominican University of California", "Fresno Pacific University", "Golden Gate University-San Francisco", "Holy Names University", "Humboldt State University", "University of La Verne", "La Sierra University", "Mount Saint Mary's University", "National University", "Notre Dame de Namur University", "Hope International University", "University of the Pacific", "Pepperdine University", "Point Loma Nazarene University", "University of Redlands", "San Diego State University", "University of San Diego", "San Francisco State University", "University of San Francisco", "San Jose State University", "Santa Clara University", "Saint Mary's College of California", "Sonoma State University", "University of Southern California", "Woodbury University", "Adams State University", "University of Colorado Denver/Anschutz Medical Campus", "University of Colorado Colorado Springs", "University of Colorado Boulder", "Colorado Christian University", "Colorado State University-Fort Collins", "University of Denver", "Regis University", "Albertus Magnus College", "University of Bridgeport", "Central Connecticut State University", "University of Connecticut", "Fairfield University", "University of Hartford", "University of New Haven", "Quinnipiac University", "Sacred Heart University", "University of Saint Joseph", "Southern Connecticut State University", "Western Connecticut State University", "University of Delaware", "Wilmington University", "American University", "Gallaudet University", "George Washington University", "Trinity Washington University", "Barry University", "Lynn University", "University of Central Florida", "Embry-Riddle Aeronautical University-Daytona Beach", "Florida Agricultural and Mechanical University", "Florida Atlantic University", "Florida Institute of Technology", "Florida International University", "Florida Southern College", "University of Florida", "Jacksonville University", "Keiser University-Ft Lauderdale", "University of Miami", "University of North Florida", "Nova Southeastern University", "Palm Beach Atlantic University", "Rollins College", "Saint Leo University", "University of South Florida-Main Campus", "St. Thomas University", "Stetson University", "Southeastern University", "The University of Tampa", "The University of West Florida", "Albany State University", "Brenau University", "Clayton State University", "Columbus State University", "Emory University", "Georgia Institute of Technology-Main Campus", "Georgia Southwestern State University", "Georgia College & State University", "Georgia Southern University", "University of Georgia", "Piedmont College", "Valdosta State University", "University of West Georgia", "Chaminade University of Honolulu", "University of Hawaii at Manoa", "Hawaii Pacific University", "Boise State University", "Idaho State University", "University of Idaho", "Northwest Nazarene University", "Aurora University", "Bradley University", "Concordia University-Chicago", "DePaul University", "Eastern Illinois University", "Elmhurst College", "Governors State University", "University of Illinois at Chicago", "Benedictine University", "Illinois State University", "Judson University", "Lewis University", "Loyola University Chicago", "McKendree University", "National Louis University", "North Central College", "North Park University", "Northern Illinois University", "Northwestern University", "Northeastern Illinois University", "Olivet Nazarene University", "Robert Morris University Illinois", "Rockford University", "Roosevelt University", "Dominican University", "University of St Francis", "Saint Xavier University", "Southern Illinois University-Carbondale", "Southern Illinois University-Edwardsville", "Western Illinois University", "Anderson University", "Bethel University", "Butler University", "Grace College and Theological Seminary", "University of Indianapolis", "University of Southern Indiana", "Indiana State University", "Indiana University-East", "Indiana Wesleyan University-Marion", "University of Saint Francis-Fort Wayne", "Valparaiso University", "University of Dubuque", "Iowa State University", "University of Iowa", "Mount Mercy University", "Saint Ambrose University", "Upper Iowa University", "Baker University", "Emporia State University", "Fort Hays State University", "Friends University", "University of Kansas", "Newman University", "Kansas State University", "MidAmerica Nazarene University", "Pittsburg State University", "University of Saint Mary", "Southwestern College", "Washburn University", "Wichita State University", "Bellarmine University", "Campbellsville University", "University of the Cumberlands", "Midway University", "Western Kentucky University", "Louisiana State University and Agricultural & Mechanical College", "Louisiana Tech University", "McNeese State University", "University of New Orleans", "Nicholls State University", "University of Louisiana at Monroe", "Southeastern Louisiana University", "Southern University and A & M College", "University of Louisiana at Lafayette", "Tulane University of Louisiana", "University of Maine", "Saint Joseph's College of Maine", "University of Southern Maine", "Thomas College", "University of Baltimore", "Bowie State University", "Frostburg State University", "Hood College", "Johns Hopkins University", "Loyola University Maryland", "University of Maryland Global Campus", "University of Maryland-College Park", "Morgan State University", "Mount St. Mary's University", "Salisbury University", "American International College", "Anna Maria College", "Assumption College", "Bay Path University", "Bentley University", "Boston College", "Boston University", "Brandeis University", "Bridgewater State University", "Cambridge College", "Clark University", "Curry College", "Fitchburg State University", "University of Massachusetts-Lowell", "University of Massachusetts-Amherst", "University of Massachusetts-Boston", "Northeastern University", "Salem State University", "Simmons University", "Springfield College", "University of Massachusetts-Dartmouth", "Suffolk University", "Western New England University", "Worcester Polytechnic Institute", "Worcester State University", "Andrews University", "Central Michigan University", "Davenport University", "University of Detroit Mercy", "Eastern Michigan University", "Kettering University", "Cornerstone University", "Lawrence Technological University", "University of Michigan-Ann Arbor", "Michigan State University", "University of Michigan-Dearborn", "University of Michigan-Flint", "Oakland University", "Saginaw Valley State University", "Siena Heights University", "Spring Arbor University", "Wayne State University", "Western Michigan University", "Augsburg University", "Bethel University", "Concordia University-Saint Paul", "Hamline University", "Metropolitan State University", "University of Minnesota-Twin Cities", "University of Northwestern-St Paul", "Saint Cloud State University", "Saint Mary's University of Minnesota", "University of St Thomas", "St Catherine University", "Southwest Minnesota State University", "Winona State University", "Alcorn State University", "Belhaven University", "Delta State University", "Jackson State University", "University of Mississippi", "Mississippi Valley State University", "Mississippi College", "Mississippi State University", "University of Southern Mississippi", "William Carey University", "Avila University", "University of Central Missouri", "Drury University", "Evangel University", "Fontbonne University", "Lindenwood University", "Missouri Baptist University", "Northwest Missouri State University", "Park University", "Rockhurst University", "Saint Louis University", "Southeast Missouri State University", "Missouri State University-Springfield", "Washington University in St Louis", "Webster University", "William Woods University", "The University of Montana", "Bellevue University", "Chadron State College", "University of Nebraska at Omaha", "University of Nebraska-Lincoln", "College of Saint Mary", "Wayne State College", "University of Nevada-Las Vegas", "University of Nevada-Reno", "Franklin Pierce University", "New England College", "Southern New Hampshire University", "Plymouth State University", "Rivier University", "Caldwell University", "Centenary University", "Fairlei...
#> $ control <fct> Public, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Public, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Public, Priva...
#> $ ccbasic <fct> Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Small Programs, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Small Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Doctoral/Professional Universities, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: High Research Activity, Doctoral/Professional Universities, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Doctoral/Professional Universities, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Doctoral Universities: Very High Research Activity, Doctoral/Professional Universities, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Doctoral Universities: Very High Research Activity, Doctoral/Professional Universities, Doctoral Universities: High Research Activity, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Doctoral/Professional Universities, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Small Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Small Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Small Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Small Programs, Master's Colleges & Universities: Small Programs, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Medium Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Doctoral Universities: High Research Activity, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Small Programs, Doctoral...
#> $ stabbr <chr> "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AK", "AK", "AZ", "AZ", "AZ", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "DE", "DE", "DC", "DC", "DC", "DC", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "HI", "HI", "HI", "ID", "ID", "ID", "ID", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IA", "IA", "IA", "IA", "IA", "IA", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KY", "KY", "KY", "KY", "KY", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "ME", "ME", "ME", "ME", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MT", "NE", "NE", "NE", "NE", "NE", "NE", "NV", "NV", "NH", "NH", "NH", "NH", "NH", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NM", "NM", "NM", "NM", "NM", "NM", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "ND", "ND", "ND", "ND", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OR", "OR", "OR", "OR", "OR", "OR", "OR", "OR", "OR", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "RI", "RI", "RI", "RI", "RI", "SC", "SC", "SC", "SC", "SC", "SC", "SC", "SC", "SC", "SD", "SD", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "UT", "UT", "UT", "UT", "UT", "UT", "UT", "VT", "VT", "VT", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WV", "WV", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WY", "PR", "PR", "PR", "IN", "OK", "CA", "CA", "FL", "CA", "UT", "FL", "CA", "CA", "GA"
#> $ region <fct> "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Southwest (AZ, NM, OK, TX)", "Southwest (AZ, NM, OK, TX)", "Southwest (AZ, NM, OK, TX)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West 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WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Rocky Mountains (CO, ID, MT, UT, WY)", "Rocky Mountains (CO, ID, MT, UT, WY)", "Rocky Mountains (CO, ID, MT, UT, WY)", "Rocky Mountains (CO, ID, MT, UT, WY)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, 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Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "New England (CT, ME, MA, NH, RI, VT)", "New England (CT, ME, MA, NH...
#> $ city <chr> "Normal", "Birmingham", "Montgomery", "Huntsville", "Tuscaloosa", "Auburn", "Montgomery", "Montevallo", "Florence", "Birmingham", "Troy", "Fairbanks", "Anchorage", "Tempe", "Tucson", "Flagstaff", "Little Rock", "Fayetteville", "Jonesboro", "Russellville", "Conway", "Searcy", "Siloam Springs", "Magnolia", "Azusa", "Riverside", "Thousand Oaks", "San Luis Obispo", "Bakersfield", "Turlock", "San Bernardino", "Pomona", "Chico", "Carson", "Fresno", "Fullerton", "Hayward", "Long Beach", "Los Angeles", "Northridge", "Sacramento", "Davis", "Irvine", "Los Angeles", "Riverside", "La Jolla", "Orange", "Irvine", "San Rafael", "Fresno", "San Francisco", "Oakland", "Arcata", "La Verne", "Riverside", "Los Angeles", "La Jolla", "Belmont", "Fullerton", "Stockton", "Malibu", "San Diego", "Redlands", "San Diego", "San Diego", "San Francisco", "San Francisco", "San Jose", "Santa Clara", "Moraga", "Rohnert Park", "Los Angeles", "Burbank", "Alamosa", "Denver", "Colorado Springs", "Boulder", "Lakewood", "Fort Collins", "Denver", "Denver", "New Haven", "Bridgeport", "New Britain", "Storrs", "Fairfield", "West Hartford", "West Haven", "Hamden", "Fairfield", "West Hartford", "New Haven", "Danbury", "Newark", "New Castle", "Washington", "Washington", "Washington", "Washington", "Miami", "Boca Raton", "Orlando", "Daytona Beach", "Tallahassee", "Boca Raton", "Melbourne", "Miami", "Lakeland", "Gainesville", "Jacksonville", "Fort Lauderdale", "Coral Gables", "Jacksonville", "Fort Lauderdale", "West Palm Beach", "Winter Park", "Saint Leo", "Tampa", "Miami Gardens", "DeLand", "Lakeland", "Tampa", "Pensacola", "Albany", "Gainesville", "Morrow", "Columbus", "Atlanta", "Atlanta", "Americus", "Milledgeville", "Statesboro", "Athens", "Demorest", "Valdosta", "Carrollton", "Honolulu", "Honolulu", "Honolulu", "Boise", "Pocatello", "Moscow", "Nampa", "Aurora", "Peoria", "River Forest", "Chicago", "Charleston", "Elmhurst", "University Park", "Chicago", "Lisle", "Normal", "Elgin", "Romeoville", "Chicago", "Lebanon", "Chicago", "Naperville", "Chicago", "Dekalb", "Evanston", "Chicago", "Bourbonnais", "Chicago", "Rockford", "Chicago", "River Forest", "Joliet", "Chicago", "Carbondale", "Edwardsville", "Macomb", "Anderson", "Mishawaka", "Indianapolis", "Winona Lake", "Indianapolis", "Evansville", "Terre Haute", "Richmond", "Marion", "Fort Wayne", "Valparaiso", "Dubuque", "Ames", "Iowa City", "Cedar Rapids", "Davenport", "Fayette", "Baldwin City", "Emporia", "Hays", "Wichita", "Lawrence", "Wichita", "Manhattan", "Olathe", "Pittsburg", "Leavenworth", "Winfield", "Topeka", "Wichita", "Louisville", "Campbellsville", "Williamsburg", "Midway", "Bowling Green", "Baton Rouge", "Ruston", "Lake Charles", "New Orleans", "Thibodaux", "Monroe", "Hammond", "Baton Rouge", "Lafayette", "New Orleans", "Orono", "Standish", "Portland", "Waterville", "Baltimore", "Bowie", "Frostburg", "Frederick", "Baltimore", "Baltimore", "Adelphi", "College Park", "Baltimore", "Emmitsburg", "Salisbury", "Springfield", "Paxton", "Worcester", "Longmeadow", "Waltham", "Chestnut Hill", "Boston", "Waltham", "Bridgewater", "Boston", "Worcester", "Milton", "Fitchburg", "Lowell", "Amherst", "Boston", "Boston", "Salem", "Boston", "Springfield", "North Dartmouth", "Boston", "Springfield", "Worcester", "Worcester", "Berrien Springs", "Mount Pleasant", "Grand Rapids", "Detroit", "Ypsilanti", "Flint", "Grand Rapids", "Southfield", "Ann Arbor", "East Lansing", "Dearborn", "Flint", "Rochester Hills", "University Center", "Adrian", "Spring Arbor", "Detroit", "Kalamazoo", "Minneapolis", "Saint Paul", "Saint Paul", "Saint Paul", "Saint Paul", "Minneapolis", "Saint Paul", "Saint Cloud", "Winona", "Saint Paul", "Saint Paul", "Marshall", "Winona", "Alcorn State", "Jackson", "Cleveland", "Jackson", "University", "Itta Bena", "Clinton", "Mississippi State", "Hattiesburg", "Hattiesburg", "Kansas City", "Warrensburg", "Springfield", "Springfield", "Saint Louis", "Saint Charles", "Saint Louis", "Maryville", "Parkville", "Kansas City", "Saint Louis", "Cape Girardeau", "Springfield", "Saint Louis", "Saint Louis", "Fulton", "Missoula", "Bellevue", "Chadron", "Omaha", "Lincoln", "Omaha", "Wayne", "Las Vegas", "Reno", "Rindge", "Henniker", "Manchester", "Plymouth", "Nashua", "Caldwell", "Hackettstown", "Teaneck", "Lodi", "Lakewood", "Glassboro", "Jersey City", "Union", "West Long Branch", "Montclair", "Newark", "Mahwah", "Lawrenceville", "New Brunswick", "Jersey City", "Hoboken", "Galloway", "Trenton", "Wayne", "Portales", "Las Vegas", "Albuquerque", "Las Cruces", "Hobbs", "Silver City", "Garden City", "Alfred", "Buffalo", "Potsdam", "New York", "New York", "Ithaca", "New York", "Brooklyn", "Bronx", "Buffalo", "Orangeburg", "Bronx", "Hempstead", "New Rochelle", "Keuka Park", "Syracuse", "Brookville", "Riverdale", "Poughkeepsie", "Dobbs Ferry", "Rockville Centre", "Newburgh", "Bronx", "New York", "New York", "Old Westbury", "New York", "New York", "Rochester", "Rochester", "Troy", "Saint Bonaventure", "Albany", "Brooklyn", "Rochester", "Queens", "Albany", "Vestal", "Buffalo", "Stony Brook", "Buffalo", "New Paltz", "Oswego", "Saratoga Springs", "Throggs Neck", "Syracuse", "New York", "Utica", "Staten Island", "Boone", "Buies Creek", "Greenville", "Elon", "Fayetteville", "Boiling Springs", "Hickory", "Montreat", "Greensboro", "Chapel Hill", "Charlotte", "Greensboro", "Durham", "Raleigh", "Wilmington", "Pembroke", "Misenheimer", "Charlotte", "Winston-Salem", "Wingate", "Cullowhee", "Bismarck", "Minot", "Grand Forks", "Fargo", "Akron", "Ashland", "Berea", "Bowling Green", "Columbus", "Cleveland", "Cincinnati", "Cleveland", "Dayton", "Findlay", "University Heights", "Kent", "Painesville", "Sylvania", "Canton", "Oxford", "Mount Vernon", "Cincinnati", "Columbus", "Columbus", "Athens", "Tiffin", "Toledo", "Cincinnati", "Pepper Pike", "North Canton", "Dayton", "Cincinnati", "Youngstown", "Bartlesville", "Bethany", "Edmond", "Tahlequah", "Stillwater", "Oklahoma City", "Norman", "Durant", "Weatherford", "Tulsa", "La Grande", "Newberg", "Eugene", "Corvallis", "Eugene", "Forest Grove", "Portland", "Portland", "Ashland", "Center Valley", "Reading", "Bloomsburg", "Radnor", "California", "Pittsburgh", "Pittsburgh", "Clarion", "Doylestown", "Philadelphia", "Pittsburgh", "Saint Davids", "Erie", "Beaver Falls", "Gwynedd Valley", "Philadelphia", "Indiana", "Philadelphia", "Annville", "Bethlehem", "Lincoln University", "Scranton", "Aston", "University Park", "Philadelphia", "Pittsburgh", "Rosemont", "Loretto", "Scranton", "Greensburg", "Shippensburg", "Slippery Rock", "Philadelphia", "Villanova", "Waynesburg", "West Chester", "Chester", "Wilkes-Barre", "York", "Smithfield", "Providence", "Providence", "Kingston", "Newport", "Anderson", "Charleston", "Central", "Charleston", "Clemson", "Tigerville", "Columbia", "Conway", "Rock Hill", "Sioux Falls", "Vermillion", "Clarksville", "Nashville", "Jefferson City", "Memphis", "Lebanon", "Nashville", "Johnson City", "Bristol", "Cleveland", "Harrogate", "Memphis", "Murfreesboro", "Chattanooga", "Knoxville", "Martin", "Nashville", "Cookeville", "Greeneville", "Jackson", "Abilene", "San Angelo", "Waco", "Austin", "Corpus Christi", "Dallas", "Irving", "Texarkana", "Commerce", "Houston", "Houston", "Houston", "Victoria", "Houston", "San Antonio", "Beaumont", "Laredo", "Longview", "Belton", "Wichita Falls", "Denton", "San Antonio", "Prairie View", "Houston", "Austin", "Houston", "Huntsville", "San Antonio", "Dallas", "Waxahachie", "Nacogdoches", "San Marcos", "Stephenville", "Kingsville", "College Station", "Arlington", "Austin", "Richardson", "El Paso", "Tyler", "Fort Worth", "San Antonio", "Houston", "Lubbock", "Denton", "Plainview", "Canyon", "Provo", "Cedar City", "Logan", "Orem", "Salt Lake City", "Ogden", "Salt Lake City", "Burlington", "Northfield", "Burlington", "Williamsburg", "Virginia Beach", "Harrisonburg", "Fairfax", "Hampton", "Harrisonburg", "Lynchburg", "Lynchburg", "Fredericksburg", "Arlington", "Norfolk", "Winchester", "Blacksburg", "Richmond", "Charlottesville", "Seattle", "Cheney", "Spokane", "Kirkland", "Tacoma", "Lacey", "Seattle", "Pullman", "Seattle", "Bellingham", "Spokane", "Fairmont", "Morgantown", "Milwaukee", "Milwaukee", "Waukesha", "Mequon", "Madison", "Plymouth", "Fond Du Lac", "Milwaukee", "La Crosse", "Eau Claire", "Oshkosh", "Milwaukee", "Platteville", "River Falls", "Laramie", "San Juan", "Carolina", "Gurabo", "West Lafayette", "Oklahoma City", "Irvine", "San Marcos", "Naples", "Seaside", "Salt Lake City", "Fort Myers", "Camarillo", "Los Alamitos", "Augusta"
#> $ locale <fct> "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Small (population less than 100,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Town: Remote (in urban cluster more than 35 miles from an urbanized area)", "Suburb: Small (outside principal city, in urbanized area with population less than 100,000)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "City: Small (population less than 100,000)", "Town: Remote (in urban cluster more than 35 miles from an urbanized area)", "City: Small (population less than 100,000)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "Town: Remote (in urban cluster more than 35 miles from an urbanized area)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Small (outside principal city, in urbanized area with population less than 100,000)", "City: Large (population of 250,000 or more)", "Suburb: Small (outside principal city, in urbanized area with population less than 100,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Small (population less than 100,000)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Suburb: Small (outside principal city, in urbanized area with population less than 100,000)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Town: Remote (in urban cluster more than 35 miles from an urbanized area)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Town: Remote (in urban cluster more than 35 miles from an urbanized area)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Small (population less than 100,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "City: Small (population less than 100,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Small (outside principal city, in urbanized area with population less than 100,000)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Small (population less than 100,000)", "City: Small (population less than 100,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "City: Small (population less than 100,000)", "Town: Fringe (in urban cluster up to 10 miles from an urbanized area)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "Suburb: Midsize (outside principal city, in urbanized area with population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Town: Distant (in urban cluster mo...
#> $ urban <fct> med/small city, med/small city, med/small city, med/small city, med/small city, med/small city, med/small city, suburb, med/small city, suburb, town/rural, suburb, large city (250k+), med/small city, large city (250k+), med/small city, med/small city, med/small city, med/small city, town/rural, med/small city, town/rural, town/rural, town/rural, suburb, large city (250k+), med/small city, suburb, large city (250k+), suburb, med/small city, suburb, med/small city, med/small city, large city (250k+), suburb, suburb, large city (250k+), large city (250k+), large city (250k+), large city (250k+), suburb, large city (250k+), large city (250k+), large city (250k+), large city (250k+), med/small city, large city (250k+), med/small city, large city (250k+), large city (250k+), large city (250k+), town/rural, suburb, large city (250k+), large city (250k+), large city (250k+), suburb, suburb, large city (250k+), suburb, large city (250k+), med/small city, large city (250k+), large city (250k+), large city (250k+), large city (250k+), large city (250k+), med/small city, suburb, suburb, large city (250k+), large city (250k+), town/rural, large city (250k+), large city (250k+), med/small city, med/small city, med/small city, large city (250k+), large city (250k+), med/small city, med/small city, suburb, suburb, suburb, med/small city, suburb, suburb, suburb, suburb, med/small city, med/small city, suburb, suburb, large city (250k+), large city (250k+), large city (250k+), large city (250k+), suburb, med/small city, suburb, med/small city, med/small city, med/small city, med/small city, suburb, med/small city, med/small city, large city (250k+), med/small city, med/small city, large city (250k+), suburb, med/small city, suburb, suburb, large city (250k+), suburb, med/small city, med/small city, large city (250k+), med/small city, med/small city, med/small city, suburb, med/small city, large city (250k+), large city (250k+), town/rural, town/rural, town/rural, med/small city, town/rural, med/small city, town/rural, large city (250k+), large city (250k+), large city (250k+), med/small city, med/small city, town/rural, suburb, suburb, med/small city, suburb, large city (250k+), town/rural, suburb, town/rural, large city (250k+), suburb, suburb, med/small city, suburb, large city (250k+), suburb, large city (250k+), med/small city, large city (250k+), suburb, med/small city, large city (250k+), suburb, large city (250k+), med/small city, large city (250k+), suburb, suburb, large city (250k+), med/small city, suburb, town/rural, med/small city, med/small city, large city (250k+), town/rural, large city (250k+), suburb, med/small city, town/rural, town/rural, large city (250k+), suburb, med/small city, med/small city, med/small city, med/small city, med/small city, town/rural, town/rural, town/rural, town/rural, large city (250k+), med/small city, large city (250k+), med/small city, suburb, town/rural, town/rural, town/rural, med/small city, large city (250k+), large city (250k+), town/rural, town/rural, town/rural, med/small city, med/small city, town/rural, med/small city, large city (250k+), med/small city, med/small city, med/small city, med/small city, med/small city, large city (250k+), suburb, town/rural, med/small city, town/rural, large city (250k+), suburb, suburb, med/small city, large city (250k+), large city (250k+), suburb, suburb, large city (250k+), town/rural, suburb, med/small city, town/rural, med/small city, suburb, med/small city, med/small city, large city (250k+), med/small city, suburb, large city (250k+), med/small city, suburb, suburb, suburb, suburb, large city (250k+), large city (250k+), suburb, large city (250k+), med/small city, suburb, large city (250k+), med/small city, med/small city, med/small city, town/rural, town/rural, suburb, large city (250k+), suburb, med/small city, med/small city, med/small city, med/small city, med/small city, med/small city, med/small city, suburb, suburb, town/rural, suburb, large city (250k+), med/small city, large city (250k+), suburb, large city (250k+), large city (250k+), large city (250k+), large city (250k+), suburb, med/small city, town/rural, large city (250k+), large city (250k+), town/rural, town/rural, town/rural, med/small city, town/rural, med/small city, town/rural, town/rural, suburb, town/rural, med/small city, med/small city, large city (250k+), town/rural, med/small city, med/small city, suburb, med/small city, suburb, town/rural, suburb, large city (250k+), large city (250k+), med/small city, med/small city, suburb, suburb, town/rural, med/small city, suburb, town/rural, large city (250k+), large city (250k+), large city (250k+), town/rural, med/small city, large city (250k+), town/rural, town/rural, suburb, town/rural, med/small city, suburb, suburb, suburb, suburb, med/small city, suburb, large city (250k+), suburb, suburb, suburb, large city (250k+), suburb, suburb, med/small city, large city (250k+), suburb, suburb, med/small city, suburb, town/rural, town/rural, large city (250k+), suburb, town/rural, town/rural, suburb, town/rural, large city (250k+), town/rural, large city (250k+), large city (250k+), med/small city, large city (250k+), large city (250k+), large city (250k+), large city (250k+), suburb, large city (250k+), suburb, suburb, town/rural, suburb, suburb, large city (250k+), suburb, suburb, suburb, med/small city, large city (250k+), large city (250k+), large city (250k+), suburb, large city (250k+), large city (250k+), suburb, suburb, med/small city, town/rural, med/small city, large city (250k+), suburb, large city (250k+), med/small city, suburb, suburb, suburb, large city (250k+), suburb, town/rural, suburb, large city (250k+), med/small city, large city (250k+), med/small city, large city (250k+), town/rural, town/rural, med/small city, suburb, med/small city, town/rural, med/small city, suburb, large city (250k+), med/small city, large city (250k+), large city (250k+), large city (250k+), large city (250k+), med/small city, town/rural, town/rural, large city (250k+), med/small city, suburb, town/rural, town/rural, town/rural, med/small city, med/small city, med/small city, town/rural, suburb, town/rural, suburb, large city (250k+), large city (250k+), large city (250k+), med/small city, town/rural, suburb, suburb, suburb, suburb, med/small city, town/rural, town/rural, suburb, large city (250k+), large city (250k+), town/rural, town/rural, large city (250k+), large city (250k+), suburb, suburb, suburb, large city (250k+), med/small city, town/rural, suburb, suburb, town/rural, town/rural, large city (250k+), suburb, town/rural, town/rural, large city (250k+), town/rural, town/rural, med/small city, med/small city, med/small city, suburb, large city (250k+), large city (250k+), suburb, town/rural, med/small city, med/small city, suburb, suburb, large city (250k+), large city (250k+), town/rural, suburb, large city (250k+), large city (250k+), suburb, med/small city, suburb, suburb, large city (250k+), town/rural, large city (250k+), suburb, med/small city, suburb, med/small city, suburb, med/small city, large city (250k+), large city (250k+), suburb, town/rural, med/small city, suburb, town/rural, town/rural, large city (250k+), suburb, town/rural, suburb, suburb, med/small city, suburb, suburb, med/small city, med/small city, suburb, suburb, med/small city, med/small city, suburb, med/small city, suburb, town/rural, med/small city, med/small city, med/small city, med/small city, town/rural, med/small city, large city (250k+), suburb, large city (250k+), town/rural, large city (250k+), med/small city, med/small city, med/small city, town/rural, large city (250k+), med/small city, med/small city, med/small city, town/rural, large city (250k+), town/rural, town/rural, med/small city, med/small city, med/small city, med/small city, large city (250k+), large city (250k+), large city (250k+), med/small city, town/rural, town/rural, large city (250k+), suburb, large city (250k+), med/small city, large city (250k+), large city (250k+), med/small city, large city (250k+), med/small city, suburb, med/small city, med/small city, large city (250k+), town/rural, large city (250k+), large city (250k+), large city (250k+), town/rural, large city (250k+), suburb, suburb, town/rural, med/small city, town/rural, town/rural, med/small city, large city (250k+), large city (250k+), med/small city, large city (250k+), med/small city, large city (250k+), large city (250k+), large city (250k+), large city (250k+), med/small city, town/rural, town/rural, med/small city, town/rural, med/small city, med/small city, med/small city, med/small city, med/small city, med/small city, town/rural, med/small city, suburb, large city (250k+), med/small city, suburb, med/small city, med/small city, med/small city, med/small city, suburb, med/small city, med/small city, med/small city, med/small city, med/small city, suburb, large city (250k+), town/rural, med/small city, suburb, suburb, med/small city, large city (250k+), town/rural, large city (250k+), med/small city, suburb, town/rural, med/small city, large city (250k+), suburb, med/small city, suburb, large city (250k+), town/rural, med/small city, large city (250k+), med/small city, med/small city, med/small city, large city (250k+), town/rural, town/rural, town/rural, large city (250k+), suburb, suburb, med/small city, large city (250k+), large city (250k+), suburb, suburb, suburb, suburb, suburb, suburb, suburb, med/small city
#> $ cipdig2 <chr> "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52"
#> $ cipcode <chr> "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", 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"5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202"
#> $ cipdesc <chr> "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administrat...
#> $ credlev <fct> Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Deg...
#> $ creddesc <chr> "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "...
#> $ ipedscount1 <dbl> 30, 115, 23, 95, 152, 210, 31, 23, 116, 44, 134, 42, 13, 444, 212, 118, 62, 123, 58, 15, 45, 66, 127, 22, 22, 168, 83, 24, 47, 55, 139, 17, 30, 55, 78, 168, 158, 103, 36, 43, 164, 155, 251, 862, 73, 126, 101, 73, 36, 12, 106, 11, 22, 370, 36, 37, 336, 37, 9, 44, 589, 79, 520, 211, 127, 73, 103, 114, 151, 162, 64, 640, 66, 29, 273, 91, 139, 67, 312, 44, 345, 96, 109, 29, 253, 21, 120, 148, 266, 65, 7, 67, NA, 159, 79, 56, 20, 372, 28, 85, 245, 81, 43, 49, 243, 374, 597, 34, 724, 25, 130, 232, 113, 706, 65, 134, 764, 127, 119, 65, 48, 164, 86, 24, 105, 77, 25, 399, 308, 15, 21, 103, 245, 37, 32, 100, 33, 142, 80, 120, 56, 14, 33, 87, 24, 91, 158, 48, 63, 17, 213, 434, 43, 65, 213, 215, 90, 77, 35, 110, 215, 468, 20, 79, 170, 49, 143, 69, 48, 43, 56, 65, 42, 102, 24, 63, 32, 74, 36, 48, 9, NA, 101, 40, 143, 64, 271, 44, 104, 105, 192, 45, 53, 97, 119, 45, 39, 43, 30, 87, 45, 44, 80, 51, 8, 66, 32, 128, 131, 51, 28, 76, 42, 24, 60, 44, 78, 68, 25, 19, 26, 49, 146, 0, 75, 42, 117, 122, 1934, 493, 76, 73, 40, 32, 31, 90, 86, 72, 239, 568, 140, 14, 94, 102, 32, 40, 219, 382, 124, NA, 36, 60, 22, 162, 111, 50, 74, 17, 23, 430, 338, 52, 40, 70, 44, 51, 787, 264, 65, 59, 117, 34, 27, 90, 166, 96, 72, 33, 93, 113, 72, 523, 45, 47, 160, 348, 50, 83, 27, 23, 194, 82, 19, 83, 22, 23, 93, 61, 45, 47, 29, 28, 18, 53, 42, 74, 53, 172, 158, 120, 56, 319, 407, 2045, 92, 52, 345, 73, 103, 87, 18, 23, 82, 122, 27, 24, 1408, 80, 23, 19, 62, 263, 20, 33, 56, 28, 30, 61, 108, 83, 34, 56, NA, 13, 134, 48, 74, 73, 95, 75, 175, 79, 18, 14, 144, 27, 103, 81, 158, 1205, 666, 130, 129, 37, 15, 11, 299, 74, 41, 24, 51, 57, NA, 58, 194, 53, 27, 9, 38, 1062, 208, 33, 28, 29, 120, 46, 60, 46, 36, 69, 126, 102, 101, 217, 71, 23, 29, 113, 71, 82, 162, 22, 17, 25, 62, 70, 191, 30, 40, 56, 45, 25, 16, 742, 128, 55, 32, 225, 53, 24, 83, 132, 291, 49, 56, 118, 32, 43, 31, 103, 183, 70, 21, 75, 159, 179, 218, 88, 195, 55, 61, 79, 18, 62, 53, 85, 24, 93, 344, 284, 49, 96, 43, 11, 66, 155, 138, 50, 78, 130, 45, 53, 140, 41, 118, 30, 47, 36, 43, 61, 33, 99, 159, 14, 94, 44, 34, 123, 58, 21, 10, 74, 54, 20, 33, 26, 19, 184, 75, 47, 49, NA, 38, 176, 57, 32, 35, 12, 21, 50, 88, 545, 103, 35, 49, 110, 42, 105, 27, 228, 373, 79, 78, 48, 77, 17, 8, 255, 87, 94, 63, 42, 71, 39, 46, 158, 48, 176, 52, 59, 51, 97, 32, 18, 36, 47, 52, 117, 73, 172, 28, 42, 133, 102, 103, 233, 38, 46, 77, 38, 66, NA, 26, 198, 58, 258, 206, 168, 62, 437, 51, 82, 283, 155, 287, 387, 63, 45, 33, 28, 20, 127, 102, 63, 331, 121, 99, 91, 28, 150, 10, 15, 107, 111, 43, 295, 303, 658, 337, 94, 350, 143, 100, 80, 276, 365, 216, 233, 228, 29, 126, 0, 298, 57, 114, 203, 179, 16, 182, 61, 21, 139, 29, 39, 1498, 36, 28, 43, 40, 35, 96, 102, 424, 208, 30, 152, 28, 40, 48, 237, 288, 407, 21, 33, 19, 34, 15, 172, 15, 135, 32, 115, 34, 105, 59, 55, 79, 243, 115, 45, 42, 120, 44, 159, 336, 89, 432, 46, 36, 75, 2336, 40, 40, NA, 38
#> $ ipedscount2 <dbl> 27, 133, 23, 89, 185, 247, 74, 19, 182, 48, 126, 34, 28, 299, 214, 121, 66, 128, 42, 8, 65, 56, 99, 38, 38, 235, 91, 38, 33, 69, 134, 24, 34, 58, 69, 99, 168, 131, 43, 49, 114, 172, 231, 808, 94, 120, 117, 59, 25, 11, 80, 13, 29, 393, 20, 29, 282, 54, 17, 32, 608, 85, 426, 169, 132, 81, 132, 118, 131, 151, 62, 670, 74, 29, 290, 88, 152, 92, 307, 55, 297, 88, 108, 27, 277, 38, 101, 130, 267, 82, 17, 59, NA, 140, 631, 117, 16, 381, 20, 130, 240, 67, 41, 58, 274, 386, 620, 33, 715, 37, 138, 239, 110, 686, 39, 182, 771, 148, 126, 46, 76, 139, 126, 27, 68, 83, 26, 421, 347, 29, 37, 118, 255, 23, 40, 101, 64, 127, 58, 145, 60, 9, 35, 106, 36, 169, 192, 55, 70, 29, 195, 345, 54, 37, 211, 207, 78, 23, 25, 79, 243, 481, 27, 67, 177, 38, 123, 52, 56, 28, 71, 67, 38, 109, 45, 46, 48, 83, 144, 70, 6, NA, 78, 27, 139, 67, 321, 51, 70, 123, 142, 37, 50, 89, 179, 41, 43, 69, 37, 113, 34, 23, 48, 48, 16, 106, 45, 180, 147, 47, 26, 53, 27, 36, 60, 48, 46, 64, 28, 15, 39, 57, 132, 0, 70, 32, 137, 141, 2309, 499, 46, 67, 36, 28, 20, 70, 93, 131, 248, 598, 87, 17, 66, 96, 29, 61, 257, 418, 132, NA, 23, 31, 17, 135, 119, 54, 54, 34, 18, 394, 296, 52, 45, 54, 46, 51, 763, 304, 56, 68, 99, 36, 24, 87, 261, 98, 145, 49, 160, 123, 65, 492, 45, 32, 229, 263, 52, 94, 25, 27, 281, 77, 33, 88, 22, 25, 96, 54, 21, 55, 32, 29, 14, 61, 80, 56, 46, 187, 185, 98, 43, 287, 367, 1790, 73, 68, 294, 74, 95, 120, 16, 20, 80, 129, 27, 50, 2074, 41, 30, 0, 81, 228, 13, 27, 71, 51, 24, 99, 140, 66, 30, 80, NA, 17, 123, 57, 86, 95, 74, 84, 193, 54, 23, 22, 158, 29, 100, 79, 133, 1216, 684, 163, 151, 34, 6, 12, 258, 72, 45, 35, 59, 135, NA, 48, 222, 47, 34, 17, 48, 1078, 274, 26, 40, 41, 134, 42, 55, 55, 29, 88, 138, 137, 118, 189, 48, 25, 27, 75, 117, 75, 344, 25, 44, 18, 55, 58, 209, 39, 60, 50, 54, 28, 25, 793, 98, 50, 23, 261, 74, 27, 61, 77, 270, 31, 63, 135, 42, 27, 24, 64, 225, 94, 21, 62, 156, 197, 225, 72, 158, 63, 71, 57, 21, 60, 50, 70, 42, 67, 308, 361, 56, 86, 42, 9, 39, 163, 139, 61, 44, 117, 27, 22, 144, 113, 134, 55, 34, 37, 43, 85, 34, 82, 214, 11, 108, 57, 30, 128, 58, 26, 20, 75, 58, 23, 39, 42, 26, 153, 66, 40, 24, 35, 54, 188, 45, 37, 54, 18, 14, 34, 116, 549, 126, 41, 29, 124, 31, 104, 14, 358, 265, 57, 132, 57, 49, 8, 24, 266, 97, 90, 74, 58, 79, 26, 42, 188, 39, 182, 46, 77, 92, 69, 30, 17, 56, 32, 48, 137, 55, 103, 32, 58, 119, 78, 121, 224, 35, 38, 88, 37, 44, 24, 62, 202, 92, 240, 82, 154, 52, 375, 32, 82, 434, 175, 255, 405, 68, 67, 27, 28, 18, 143, 76, 69, 315, 95, 107, 79, 34, 185, 24, 16, 87, 109, 45, 302, 390, 645, 373, 99, 393, 129, 119, 58, 239, 356, 207, 279, 223, 38, 138, 18, 305, 88, 102, 259, 171, 23, 302, 103, 16, 137, 29, 38, 1468, 29, 44, 52, 47, 47, 135, 98, 463, 134, 48, 159, 33, 28, 32, 212, 289, 401, 55, 28, 13, 42, 23, 140, 37, 229, 28, 119, 33, 126, 50, 73, 86, 217, 119, 31, 62, 114, 49, 170, 307, 68, 374, 60, 19, 79, 3209, 34, 39, NA, 31
#> $ debt_all_stgp_eval_n <dbl> 43, 70, 17, 39, 103, 139, 61, 14, 105, 10, 77, 22, 14, 409, 172, 123, 43, 97, 25, 11, 28, 39, 121, 16, NA, 110, 11, 16, 24, 65, 110, 10, 19, 38, 83, 71, 87, 99, 33, 40, 119, 123, 222, 509, 27, 59, 67, 48, 25, 15, 38, 14, 26, 116, 32, 57, 241, 41, 12, 11, 330, 77, 402, 73, 69, 46, 78, 34, 73, 120, 32, 464, 62, 25, 232, 73, 102, 64, 137, 26, 226, 57, 60, 17, 96, 13, 40, 17, 200, 30, 11, 74, NA, 69, 29, 121, 16, 226, 44, 60, 203, 64, 270, 56, 285, 146, 728, 38, 619, 18, 204, 170, 81, 874, 15, 130, 903, 186, 94, 27, 35, 80, 50, 41, 118, 85, 22, 160, 288, 26, 22, 86, 146, 26, 24, 97, 26, 49, 20, 106, 37, 15, 36, 105, 16, 112, 308, 24, 46, 20, 78, 435, 20, 22, 46, 128, 65, 48, 18, 57, 146, 121, 12, 70, 225, 15, 119, 63, 44, 33, 31, 33, 25, 116, 39, 14, 34, 53, 54, 43, 11, 475, 94, 30, 101, 50, 50, 32, 55, 86, 123, 21, 27, 111, 74, 15, 23, 56, 17, 73, 31, 16, 32, 12, 15, 48, 48, 70, 35, 25, 12, 68, 14, 12, 50, 64, 24, 31, 17, 12, 29, 39, 101, NA, 45, 16, 56, 67, 1463, 302, 40, 38, 22, 36, 17, 55, 43, 49, 124, 285, 56, 12, 32, 29, 31, 30, 79, 131, 65, 113, 10, 45, 40, 41, 82, 20, 21, 10, 14, 227, 369, 33, 42, 26, 19, 23, 527, 222, 27, 38, 44, 12, 32, 23, 130, 45, 101, 35, 203, 104, 61, 363, 26, 23, 180, 203, 42, 14, 12, 27, 285, 21, 30, 17, 14, 24, 48, 23, 15, 42, 18, 18, 18, 52, 36, 71, 31, 150, 103, 56, 26, 30, 231, 1030, 75, 44, 284, 47, 44, 40, 20, 11, 65, 64, 25, 11, 1836, 36, 11, 15, 47, 184, 11, 33, 46, 31, 18, 62, 122, 55, 15, 33, 354, 14, 23, 38, 34, 33, 55, 65, 113, 45, 27, 17, 62, 32, 77, 57, 59, 679, 432, 110, 79, 35, 10, 13, 201, 47, 18, 32, 41, 104, NA, 31, 283, 46, 36, 10, 39, 698, 23, 25, 22, 35, 76, 42, 52, 53, 58, 79, 73, 74, 81, 133, 30, 20, 13, 80, 30, 64, 227, 16, 28, 11, 53, 47, 93, 36, 13, 53, 39, 24, 34, 615, 73, 34, 31, 157, 44, 29, 83, 102, 284, 21, 48, 49, 28, 13, 11, 39, 83, 65, 25, 43, 97, 79, 187, 32, 80, 32, 41, 46, 17, 67, 34, 34, 36, 41, 172, 338, 19, 28, 52, 11, 65, 114, 93, 47, 73, 188, 21, 19, 38, 26, 62, 26, 21, 15, 42, 83, 26, 40, 93, 16, 85, 32, 18, 39, 70, 26, 15, 96, 60, 12, 30, 18, 12, 114, 66, 20, 43, NA, 33, 51, 29, 13, 10, 25, 13, 44, 264, 192, 98, 37, 21, 80, 39, 81, 21, 268, 217, 43, 20, 28, 41, 10, 13, 338, 32, 38, 41, 55, 84, 33, 44, 131, 24, 136, 50, 55, 43, 55, 18, 15, 25, 27, 43, 121, 43, 166, 28, 13, 69, 77, 102, 102, 33, 38, 46, 40, 29, 13, 31, 175, 85, 113, 126, 146, 50, 328, 41, 53, 430, 133, 189, 297, 34, 36, 39, 25, 13, 79, 109, 89, 159, 120, 46, 63, 15, 99, 16, 11, 68, 96, 34, 206, 112, 515, 260, 89, 363, 88, 114, 73, 224, 317, 49, 39, 174, 23, 126, 12, 331, 29, 97, 99, 131, 23, 273, 85, 11, 126, 17, 15, 1422, 12, 14, 42, 29, 29, 107, 80, 130, 95, 37, 145, 23, 35, 26, 93, 173, 319, 32, 24, 15, 36, 22, 133, 14, 79, 20, 104, 28, 66, 52, 47, 26, 205, 73, 20, 31, 190, 77, 194, 139, 63, 120, 46, 28, 97, 2793, 15, 37, NA, 17
#> $ debt_all_stgp_eval_mean <dbl> 52786, 34809, 57391, 23490, 33702, 45043, 25746, 23741, 34435, 36208, 35222, 18609, 32751, 53331, 46475, 37774, 39396, 36890, 33280, 27041, 18850, 50917, 33947, 24395, 45105, 25055, 44637, 28459, 24194, 29764, 44983, 32450, 27309, 25364, 35740, 32847, 32289, 40489, 33635, 35518, 31341, 78722, 75797, 94907, 69106, 92329, 77683, 33909, 42056, 28494, 43593, 49884, 18474, 55271, 48004, 43432, 39166, 45746, 38245, 45086, 85488, 40573, 41659, 53791, 53606, 49740, 64014, 33097, 63320, 66197, 33413, 90863, 55190, 41696, 54107, 45864, 52606, 32775, 43079, 47627, 45702, 38925, 43672, 31072, 50394, 30353, 28170, 23286, 32094, 26086, 26219, 33155, 24887, 32145, 32454, 82305, 34523, 73706, 44196, 46170, 31836, 40832, 38774, 33781, 41299, 37229, 61948, 35219, 42288, 35796, 53568, 78441, 32532, 58397, 30191, 48737, 49500, 34506, 42128, 41970, 28529, 37387, 30974, 41615, 45059, 36864, 30022, 67654, 72904, 24888, 27313, 29145, 60313, 23945, 35938, 24516, 36818, 48243, 40165, 37046, 29206, 46580, 33792, 32889, 30407, 32987, 49858, 19189, 31184, 47748, 51612, 37560, 25983, 35058, 40212, 70801, 29099, 43536, 44064, 29802, 35565, 115085, 16352, 29532, 29769, 33538, 45919, 58676, 32370, 54106, 37186, 26607, 27378, 36660, 27910, 37614, 21798, 29759, 21150, 25933, 22667, 43581, 26771, 71324, 18044, 31717, 36016, 40108, 47005, 39826, 40447, 18969, 26622, 37559, 28375, 19449, 37964, 33223, 16158, 33456, 30106, 30300, 22733, 39674, 25646, 16495, 28062, 33261, 42167, 19390, 19161, 31462, 21920, 28040, 23919, 52835, 31409, 86004, 22514, 26949, 28120, 24223, 50206, 43302, 29451, 29447, 42303, 52451, 48683, 71997, 36372, 23299, 22413, 25905, 21519, 25897, 35295, 32001, 54629, 54938, 65071, 25152, 29275, 31584, 39962, 16356, 29783, 35909, 31521, 38243, 27982, 63481, 27333, 32099, 55207, 30851, 42877, 11534, 49477, 34620, 45588, 58395, 44508, 29613, 30226, 53963, 75835, 49492, 34958, 40484, 34826, 40699, 28953, 30867, 37314, 40331, 39848, 40789, 32907, 44973, 41362, 61641, 29747, 29565, 33201, 46539, 44147, 24935, 26959, 55318, 46665, 22669, 25431, 21836, 40450, 36810, 28308, 24687, 28327, 30220, 24508, 20174, 26806, 41010, 30288, 33408, 18760, 36312, 30871, 42197, 18464, 23271, 83004, 48541, 17022, 37627, 46041, 25245, 27993, 35220, 17646, 17483, 41433, 24577, 24658, 33552, 41764, 43370, 21463, 30603, 35516, 32413, 33066, 26841, 29738, 34036, 38519, 26480, 38773, 52577, 39986, 37756, 58003, 37905, 37490, 27611, 27858, 32282, 30592, 27982, 32262, 25228, 33775, 35911, 37825, 31189, 35251, 38878, 45583, 96404, 103940, 41180, 21140, 25494, 35206, 36967, 61366, 68684, 36160, 29684, 24488, 62378, 31142, 32158, 39417, 30826, 30448, 64540, 65931, 108756, 50291, 28032, 57033, 39780, 46166, 35910, 20740, 31115, 33376, 38691, 39279, 31091, 24906, 39714, 50457, 30777, 22549, 26815, 49652, 38874, 72043, 36839, 26327, 43400, 24066, 29088, 30560, 53096, 31770, 34639, 34416, 40033, 37718, 82256, 35172, 29126, 72096, 39131, 34506, 32838, 31445, 47404, 58952, 29195, 28638, 26845, 17049, 17792, 19643, 47648, 30553, 35432, 40630, 37093, 67417, 36609, 36710, 19834, 30131, 27525, 45112, 30257, 37933, 25934, 30825, 29624, 27384, 34061, 54667, 38101, 27889, 45084, 29725, 30993, 34975, 40584, 35144, 27664, 31741, 32434, 36115, 25023, 23724, 41289, 43076, 21864, 27464, 17326, 28483, 38628, 30467, 46301, 70112, 48357, 43448, 41931, 30620, 38096, 31265, 23027, 24826, 29559, 36562, 43186, 32164, 29922, 39198, 44934, 37548, 33003, 30400, 30482, 33840, 27606, 40893, 20648, 39964, 32382, 41948, 31087, 41759, 75053, 36322, 33409, 35952, 40743, 38313, 24394, 22725, 59699, 42594, 21986, 23543, 43508, 35725, 30131, 28761, 26780, 23146, 32884, 18177, 32904, 37679, 28439, 39577, 38175, 23277, 42920, 23958, 32480, 23774, 25994, 29779, 40278, 24717, 31936, 24026, 42679, 27956, 36097, 25231, 46243, 37355, 29851, 31972, 42392, 31782, 32137, 18227, 19862, 40209, 38262, 21266, 61912, 37470, 15825, 51231, 53082, 17257, 30727, 38897, 33687, 36036, 37176, 40793, 38107, 25813, 19386, 42643, 28292, 26507, 25568, 40349, 41495, 37571, 46381, 42706, 32291, 29374, 98533, 33095, 24289, 23171, 31691, 18003, 42279, 34786, 76933, 43771, 33542, 32722, 48179, 33228, 55101, 36602, 30959, 39901, 32213, 34769, 17187, 29524, 27924, 47357, 28833, 46724, 23823, 41805, 41646, 53205, 46077, 17807, 45767, 28066, 33612, 35797, 20011, 38678, 60317, 34468, 34692, 42354, 48268, 93771, 45479, 29541, 39559, 37081, 40758, 42205, 48903, 40953, 56548, 30873, 32321, 28296, 27806, 28736, 34497, 23523, 31949, 39286, 36781, 33436, 48567, 31157, 36686, 34211, 31152, 31396, 24716, 34723, 38253, 28452, 30343, 48169, 39162, 50094, 37850, 38400, 40744, 14716, 18275, 33804, 24491, 33735
#> $ debt_all_stgp_eval_mdn <dbl> 50311, 30624, NA, 20004, 35889, 41000, 27500, NA, 34250, NA, 30750, 15400, NA, 44700, 41000, 29753, 40557, 38677, 33286, NA, 20500, 34760, 29743, NA, 46431, 23917, NA, NA, 23414, 31035, 43700, NA, 27500, 20500, 39656, 30728, 34166, 41000, 38662, 31756, 30750, 81000, 72389, 86864, 52347, 94019, 78548, 32699, 41000, NA, 41000, NA, 20500, 51548, 43380, 40500, 40394, 46750, NA, NA, 91630, 41000, 41000, 53604, 47808, 49626, 49450, 31500, 63550, 59380, 41000, 79041, 51250, 43252, 52152, 39681, 51807, 32518, 42500, 44866, 41000, 39934, 41000, NA, 41000, NA, 20500, NA, 30393, 20500, NA, 34572, NA, 30750, 32500, 85000, NA, 65500, 45001, 41000, 29871, 39801, 34560, 33750, 41000, 32000, 61469, 36958, 38524, NA, 53024, 77865, 30750, 51250, NA, 41000, 54454, 31158, 27142, 39448, 30048, 40678, 28646, 40308, 41000, 41000, 30842, 61500, 79888, 20206, 22000, 29000, 58726, 20833, 32950, 20500, 35398, 45836, 41000, 40529, 23451, NA, 36149, 32825, NA, 30509, 48500, 18178, 31025, 51250, 49500, 34580, 25200, 40100, 35778, 61500, 29015, 41000, NA, 29700, 32046, 106803, NA, 33900, 28500, NA, 42300, 50607, 31626, 50718, 40516, 19485, 20794, 36960, 29303, NA, 24458, 30893, 18516, 26739, NA, 45581, 25028, 50048, 14500, 29964, 40268, 39964, 45641, 46322, 43770, 19706, 23774, 40916, 28930, NA, 31727, 35933, NA, 38525, 30050, NA, 21000, NA, NA, 13098, 25991, 30750, 41000, 18007, NA, 34750, NA, NA, 21054, 51250, 30750, 98616, NA, NA, 20298, 20500, 41000, NA, 20800, NA, 39000, 50339, 46000, 68411, 39210, 20945, 23014, 22926, NA, 24163, 36979, 27502, 46711, 49318, 65000, NA, 27255, 20500, 41000, 17307, 27257, 32926, 30750, 37380, NA, 61500, 26262, 20500, 50646, 27333, 41000, NA, NA, 34689, 34000, 36722, 40007, 32280, 36805, 57796, 51250, 51250, 31596, 37294, 34100, NA, 30519, 27333, 38000, 36500, 37199, 41000, 36083, 41000, 38622, 60249, 34075, 27934, 33885, 43105, 44200, NA, NA, 41000, 47706, 23983, 20500, NA, NA, 31000, 20500, 25800, NA, 32197, NA, NA, NA, 41000, 28700, 32295, 18622, 34687, 27200, 40000, 17916, 20350, 77292, 46812, 16615, 31353, 41000, 26041, 28895, 33933, 17300, NA, 37106, 20500, 25570, NA, 40969, 41000, NA, NA, 40692, 30166, NA, 28072, 28750, 36500, NA, 20500, 40902, 50352, NA, 34750, 53414, NA, 34732, 21558, 27768, 32238, 30550, 27462, 29017, 22801, 34166, NA, 35750, 30500, 34167, 42729, 38500, 69500, 111446, 40977, 18580, 23174, NA, NA, 50451, 59132, NA, 33258, 20500, 65000, 31721, 26720, 35875, 30500, 27417, NA, 57930, 95353, 41000, 27750, 61500, 41000, 45268, 35826, 20500, 30500, 30500, 30290, 33672, 31874, 20500, 40000, 38523, 30750, NA, 22747, 51935, 34029, 70653, NA, 25000, NA, 20602, 24375, 25500, 49805, NA, 34839, 34240, 41000, 40316, 74873, 31486, 30574, 60065, 41000, 40445, 30761, 33698, 41814, 57519, 28910, 30193, 29029, 15780, NA, NA, 39806, 26252, 36659, 43491, 33705, 65000, 30750, 34962, 19092, 28518, 20500, 38605, 28607, NA, 25978, 33077, 32675, 24787, 30216, 47440, 41000, 30833, 41525, 30750, NA, 31333, 34133, 35004, 26584, 34166, 36163, 35500, 25356, 17197, 33069, 40460, 22851, 29473, NA, 31000, 41000, 29542, 37249, 70874, NA, 41000, 44312, NA, 41325, 29202, 23500, NA, 27533, 39220, NA, 30149, NA, NA, 42993, 41000, 36343, 32894, 35500, 35875, 26500, 29035, NA, NA, 33821, NA, 34123, 41000, 41000, 36114, 30000, 30750, 42553, 26500, 21195, 20500, 44750, 39907, 22705, 20500, 41000, 37289, NA, NA, 27735, 20500, 30750, 17490, 33848, 37848, 30871, 40808, 39057, 23756, 41000, 20500, 33322, 20500, 20992, NA, NA, 25414, 36527, 25546, 36614, 25281, 41000, 25525, NA, 29011, 26200, 30394, 38500, 29194, 28959, 12725, 17574, 30069, NA, 20500, 57000, 41000, 15199, 51250, 54678, 15488, 27956, 41000, 32302, 40370, 34724, 41000, 37584, 27582, 17800, 42173, 28577, NA, 21350, 41000, 41000, 30750, 43750, 41000, 34961, NA, 90123, NA, NA, 20359, 29604, 18000, 36453, 29203, 82067, 41200, 34418, 34166, 41000, 24666, 53184, 36979, 30552, 36995, 33245, 41000, 13850, 28000, NA, 41000, 30000, 44417, 20500, 39350, 44879, 47060, 41000, NA, 40899, NA, NA, 34166, NA, NA, 61500, 30750, 34936, 35682, 41000, 85690, 47559, 29892, 34644, 40999, 41208, 41000, 41000, 37500, 55437, 30200, 34167, NA, 22500, 29122, 37649, NA, 25319, 36832, 40940, 35500, 37474, 28840, 32650, 37824, 25823, 32720, 25194, 30731, 36007, 29172, 29917, 43811, 41000, 52120, 39940, 30000, 41470, 13319, NA, 30978, 22866, NA
#> $ debt_all_stgp_eval_mdn10yrpay <dbl> 517, 314, NA, 205, 368, 421, 282, NA, 352, NA, 316, 158, NA, 459, 421, 305, 416, 397, 342, NA, 210, 357, 305, NA, 477, 246, NA, NA, 240, 319, 449, NA, 282, 210, 407, 316, 351, 421, 397, 326, 316, 832, 743, 892, 537, 965, 807, 336, 421, NA, 421, NA, 210, 529, 445, 416, 415, 480, NA, NA, 941, 421, 421, 550, 491, 510, 508, 323, 653, 610, 421, 812, 526, 444, 535, 407, 532, 334, 436, 461, 421, 410, 421, NA, 421, NA, 210, NA, 312, 210, NA, 355, NA, 316, 334, 873, NA, 673, 462, 421, 307, 409, 355, 347, 421, 329, 631, 379, 396, NA, 544, 799, 316, 526, NA, 421, 559, 320, 279, 405, 309, 418, 294, 414, 421, 421, 317, 631, 820, 207, 226, 298, 603, 214, 338, 210, 363, 471, 421, 416, 241, NA, 371, 337, NA, 313, 498, 187, 319, 526, 508, 355, 259, 412, 367, 631, 298, 421, NA, 305, 329, 1097, NA, 348, 293, NA, 434, 520, 325, 521, 416, 200, 214, 379, 301, NA, 251, 317, 190, 275, NA, 468, 257, 514, 149, 308, 413, 410, 469, 476, 449, 202, 244, 420, 297, NA, 326, 369, NA, 396, 309, NA, 216, NA, NA, 134, 267, 316, 421, 185, NA, 357, NA, NA, 216, 526, 316, 1013, NA, NA, 208, 210, 421, NA, 214, NA, 400, 517, 472, 702, 403, 215, 236, 235, NA, 248, 380, 282, 480, 506, 667, NA, 280, 210, 421, 178, 280, 338, 316, 384, NA, 631, 270, 210, 520, 281, 421, NA, NA, 356, 349, 377, 411, 331, 378, 593, 526, 526, 324, 383, 350, NA, 313, 281, 390, 375, 382, 421, 370, 421, 397, 619, 350, 287, 348, 443, 454, NA, NA, 421, 490, 246, 210, NA, NA, 318, 210, 265, NA, 331, NA, NA, NA, 421, 295, 332, 191, 356, 279, 411, 184, 209, 794, 481, 171, 322, 421, 267, 297, 348, 178, NA, 381, 210, 263, NA, 421, 421, NA, NA, 418, 310, NA, 288, 295, 375, NA, 210, 420, 517, NA, 357, 548, NA, 357, 221, 285, 331, 314, 282, 298, 234, 351, NA, 367, 313, 351, 439, 395, 714, 1144, 421, 191, 238, NA, NA, 518, 607, NA, 341, 210, 667, 326, 274, 368, 313, 282, NA, 595, 979, 421, 285, 631, 421, 465, 368, 210, 313, 313, 311, 346, 327, 210, 411, 396, 316, NA, 234, 533, 349, 725, NA, 257, NA, 212, 250, 262, 511, NA, 358, 352, 421, 414, 769, 323, 314, 617, 421, 415, 316, 346, 429, 591, 297, 310, 298, 162, NA, NA, 409, 270, 376, 447, 346, 667, 316, 359, 196, 293, 210, 396, 294, NA, 267, 340, 335, 255, 310, 487, 421, 317, 426, 316, NA, 322, 350, 359, 273, 351, 371, 365, 260, 177, 340, 415, 235, 303, NA, 318, 421, 303, 382, 728, NA, 421, 455, NA, 424, 300, 241, NA, 283, 403, NA, 310, NA, NA, 441, 421, 373, 338, 365, 368, 272, 298, NA, NA, 347, NA, 350, 421, 421, 371, 308, 316, 437, 272, 218, 210, 459, 410, 233, 210, 421, 383, NA, NA, 285, 210, 316, 180, 348, 389, 317, 419, 401, 244, 421, 210, 342, 210, 216, NA, NA, 261, 375, 262, 376, 260, 421, 262, NA, 298, 269, 312, 395, 300, 297, 131, 180, 309, NA, 210, 585, 421, 156, 526, 561, 159, 287, 421, 332, 415, 357, 421, 386, 283, 183, 433, 293, NA, 219, 421, 421, 316, 449, 421, 359, NA, 925, NA, NA, 209, 304, 185, 374, 300, 843, 423, 353, 351, 421, 253, 546, 380, 314, 380, 341, 421, 142, 287, NA, 421, 308, 456, 210, 404, 461, 483, 421, NA, 420, NA, NA, 351, NA, NA, 631, 316, 359, 366, 421, 880, 488, 307, 356, 421, 423, 421, 421, 385, 569, 310, 351, NA, 231, 299, 387, NA, 260, 378, 420, 365, 385, 296, 335, 388, 265, 336, 259, 316, 370, 300, 307, 450, 421, 535, 410, 308, 426, 137, NA, 318, 235, NA
#> $ earn_count_wne_hi_1yr <dbl> 45, 87, NA, 57, 119, 177, 32, 12, 94, 15, 129, 22, 19, 608, 208, 161, 49, 91, 37, NA, 25, 58, 151, 32, 117, 73, 12, NA, 53, 52, 128, 18, 22, 44, 91, 86, 92, 85, 24, 37, 173, 76, 290, 733, 18, 78, 75, 52, 17, NA, 63, 15, 22, 260, 36, 58, 303, 38, NA, 25, 369, 68, 416, 81, 105, 55, 80, 71, 104, 172, 47, 501, 70, 28, 287, 68, 144, 62, 265, NA, 333, 83, 65, 23, 217, NA, 132, 17, 262, 62, 18, 78, 20, 111, 80, 76, 16, 307, 48, 76, 208, 75, 326, 48, 299, 277, 655, 41, 799, 14, 192, 211, 109, 824, 46, 157, 895, 287, 90, 46, 33, 90, 56, 47, 121, 94, 30, 197, 322, 16, 34, 104, 157, 52, 28, 135, 21, 78, 41, 118, 59, 17, 35, 115, 23, 84, 357, 50, 51, 25, 107, 403, 30, 13, 56, 138, 103, 82, 46, 71, 218, 118, 11, 86, 168, 26, 156, 89, 50, 43, 49, 56, 48, 133, 25, 19, 23, 62, 34, 38, 13, 631, 106, 27, 141, 70, 200, 52, 123, 69, 344, 25, 43, 138, 100, 47, 32, 59, 31, 72, 40, 24, 65, NA, NA, 52, 42, 67, 39, 34, 14, 108, 20, 21, 59, 46, 58, 41, 28, 21, 26, 50, 109, 12, 79, 24, 71, 125, 1575, 409, 48, 71, 39, 45, NA, 115, 33, 48, 201, 371, 91, 16, 40, 69, 28, 35, 139, 330, 89, 78, 24, 81, 47, 50, 89, 58, 56, NA, 22, 301, 374, 37, 48, 47, 56, 57, 648, 230, 63, 44, 92, 22, 39, NA, 151, 108, 78, 79, 188, 113, 56, 275, 21, 45, 156, 351, 41, 30, 17, 19, 240, 13, 23, 52, 15, 19, 71, 48, 30, 40, 43, 24, 25, 69, 74, 93, 51, 91, 130, 89, 37, 50, 273, 1521, 138, 41, 349, 63, 117, 80, 17, 24, 69, 109, 26, 16, 1841, 64, 15, 22, 80, 200, 24, 36, 58, 20, 29, 101, 122, 65, 38, 46, 410, 15, 30, 49, 57, 70, 70, 66, 155, 39, 18, 18, 103, 36, 100, 93, 108, 723, 474, 136, 66, 44, 17, 14, 274, 54, 26, 35, 81, 102, 32, 61, 225, 41, 34, NA, 43, 980, 22, 42, 28, 12, 88, 44, 87, 60, 65, 100, 93, 85, 102, 183, 60, 13, 32, 112, 55, 71, 163, 11, NA, 31, 58, 62, 117, 24, 20, 58, 39, 36, 19, 678, 93, 49, 28, 171, 39, 17, 100, 88, 340, 46, 52, 57, 22, 38, 25, 77, 158, 106, 36, 75, 127, 127, 222, 63, 84, 61, 62, 91, 33, 77, 46, 31, 24, 50, 267, 362, 17, 47, 49, 19, 77, 119, 113, 59, 77, 163, 48, 35, 67, 24, 82, 37, 30, 27, 21, 83, 29, 35, 149, 18, 84, 48, 28, 105, 81, 20, 14, 94, 58, 16, 40, 37, 25, 208, 44, 57, 51, 61, 36, 58, 75, 40, 24, NA, 21, 37, 405, 313, 153, 43, 30, 101, 61, 111, 28, 254, 221, 87, 55, 29, 69, 25, 18, 310, 82, 72, 71, 42, 101, 16, 37, 117, NA, 186, 72, 64, 39, 96, 23, 17, 24, 54, 39, 148, 60, 124, 35, 20, 118, 103, 116, 154, 33, 45, 72, 48, 71, NA, 28, 157, 66, 130, 139, 171, 45, 463, 68, 85, 215, 157, 255, 361, 25, 61, 41, 29, 18, 102, 122, 79, 229, 120, 53, 103, 17, 117, NA, 19, 112, 122, 92, 289, 175, 649, 323, 107, 378, 140, 122, 99, 251, 491, 39, NA, 259, 25, 172, NA, 311, 37, 120, 109, 107, 12, 247, 49, NA, 175, 16, 42, 1725, 20, 29, 37, 41, 23, 97, 112, 172, 125, 34, 192, 20, 43, 37, 151, 228, 475, 31, 29, 16, 29, 28, 187, 23, 81, 28, 144, 36, 130, 69, 68, 79, 269, 83, 38, 23, 154, 50, 174, 163, 78, 196, 59, 36, 97, 2462, 37, 50, 47, 29
#> $ earn_mdn_hi_1yr <dbl> 40737, 67202, NA, 68499, 81031, 107636, 45529, 53358, 66686, 65053, 60240, 58673, 82882, 98670, 97211, 63377, 67101, 127000, 59986, NA, 57318, 54948, 71255, 55286, 62756, 63005, 79450, NA, 68499, 66573, 73378, 82440, 61814, 63749, 84161, 76460, 78719, 74063, 101406, 95739, 74576, 108244, 103705, 150453, 55338, 109763, 78134, 63005, 71575, NA, 114223, 122038, 55512, 75573, 62260, 71435, 65310, 77401, NA, 67420, 99335, 64493, 74641, 79284, 92410, 76460, 98403, 98213, 133919, 109763, 74200, 128506, 69897, 37208, 89790, 67660, 81391, 59124, 94851, NA, 71575, 65984, 54109, 74576, 115897, NA, 91211, 52524, 69218, 76930, 60320, 63997, 69338, 92885, 58866, 89130, 48823, 112701, 63600, 54531, 45665, 50606, 75957, 53608, 67660, 76325, 69119, 61814, 89535, 81812, 41193, 76041, 69967, 56329, 58221, 66062, 56796, 69032, 50606, 65131, 51106, 60485, 55964, 40402, 58173, 52107, 54035, 130046, 127602, 57318, 64990, 73635, 105167, 41937, 53108, 60920, 64493, 75623, 64990, 76773, 62579, 90412, 71486, 67273, 72796, 58221, 101406, 53984, 73041, 76460, 81807, 72685, 70176, 91744, 61218, 84653, 60452, 68219, 71351, 62012, 93555, 160423, 63005, 53244, 54442, 74200, 60275, 52789, 74307, 62012, 57318, 70176, 66325, 69338, 48198, 97071, 54435, 74576, 61516, 69338, 43798, 66941, 63855, 68666, 64865, 79473, 97959, 71575, 82440, 72719, 69146, 63005, 55286, 58221, 82238, 67660, 66045, 54192, 46478, 65131, 55713, 69338, 71015, NA, NA, 50856, 47260, 52420, 60878, 60839, 53358, 60399, 54635, 78343, 50856, 44942, 52107, 104749, 55036, 74576, 60771, 50231, 79473, 70456, 73769, 69338, 105083, 93646, 74230, 108154, 56234, 65089, 55964, 41789, NA, 64940, 55108, 102409, 115060, 111713, 73949, 63005, 63005, 70112, 77401, 75921, 83270, 109492, 77401, 62632, 79450, 76083, 47260, 63005, 72902, 72605, 122038, NA, 52107, 66631, 62674, 64990, 61888, 109095, 65486, 91078, 140364, 100951, 97071, 71854, 90146, 55338, 57995, NA, 80004, 77297, 74576, 82882, 78971, 74262, 57318, 115006, 67362, 81333, 75352, 107198, 77715, 53629, 52107, 38289, 47025, 41007, 46478, 70009, 31670, 63005, 79598, 49136, 52941, 53472, 53608, 55964, 49621, 54585, 57318, 54739, 48901, 61888, 68666, 81491, 55964, 71392, 112939, 65476, 54621, 61516, 75405, 74576, 80082, 83768, 44170, 71575, 93816, 79884, 58673, 62012, 68321, 60771, 69338, 70456, 87309, 76729, 70009, 60298, 77087, 64196, 59124, 67660, 89613, 84653, 100690, 90264, 112363, 57318, 114225, 56931, 82440, 68666, 71854, 54296, 64196, 52941, 69338, 55964, 68047, 34420, 62756, 68422, 52492, 166356, 155273, 101494, 54534, 55211, 51273, 67660, 108092, 105863, 47260, 61020, 56276, 61651, 71015, 84653, 61859, 66449, 56641, NA, 54109, 150006, 63005, 59648, 109763, 57318, 66049, 55078, 54470, 54769, 66293, 58402, 63898, 71575, 68499, 76208, 60185, 52107, 56776, 59288, 72325, 75706, 93768, 48041, NA, 57318, 54109, 56931, 63275, 76460, 50856, 56234, 50856, 53775, 53358, 135907, 82440, 66728, 53775, 86997, 61814, 52107, 61859, 87309, 81491, 89968, 68079, 61516, 41349, 73949, 63005, 73231, 73500, 89841, 81997, 80234, 81836, 79284, 67918, 64150, 65238, 64493, 75518, 60623, 48823, 56641, 99960, 43426, 59350, 61303, 98720, 89083, 52107, 70596, 72762, 63005, 68079, 68708, 83848, 80166, 57860, 55456, 57770, 69338, 72274, 81333, 106421, 61177, 54035, 57995, 61516, 76460, 55964, 63005, 82808, 57318, 91539, 67995, 58221, 82756, 66287, 55964, 54713, 55964, 63997, 63005, 65332, 63749, 94408, 65238, 53045, 62579, 48432, 62012, 84653, 61020, 82756, 79284, 120549, NA, 47846, 59045, 95618, 179111, 57149, 61516, 50606, 91502, 55964, 67660, 54869, 110109, 108265, 75204, 87815, 59485, 55693, 66821, 78971, 51690, 65734, 82440, 61681, 58943, 63749, 51273, 57318, 72983, NA, 102902, 49883, 57017, 61064, 77144, 50856, 54713, 52941, 75330, 57995, 58402, 52107, 49527, 44021, 52107, 75282, 64493, 76460, 102743, 57318, 53984, 63997, 60523, 72860, NA, 55286, 100087, 69897, 68858, 62546, 73486, 48041, 75097, 71575, 82756, 66772, 70680, 99069, 62528, 53358, 46254, 58673, 61020, 60433, 86036, 58221, 64493, 128149, 74200, 65486, 73852, 72482, 111769, NA, 56415, 68548, 64150, 59576, 105083, 73164, 137496, 95317, 63005, 73787, 108532, 75204, 59350, 84653, 67524, 63005, NA, 121825, 64493, 83704, NA, 100554, 81491, 83915, 79284, 79150, 58673, 69165, 56234, NA, 102902, 67660, 105465, 60729, 69338, 74200, 87604, 63005, 62260, 121046, 93467, 173400, 81886, 46478, 85243, 57318, 64990, 57318, 91211, 98551, 135440, 62012, 63997, 35416, 62409, 61218, 69338, 66915, 73399, 73949, 65524, 63005, 100738, 57318, 84653, 83388, 64295, 79541, 77715, 73949, 35351, 32806, 37208, 96288, 54509, 71575, 72274, 51607, 77297, 71819, 71015, 83388, 63997, 65657
#> $ earn_count_wne_hi_2yr <dbl> 37, 74, NA, NA, 95, 131, 11, NA, 72, 12, 109, 16, 13, 552, 148, 172, 34, 54, 31, NA, 13, 50, 73, 27, 121, 32, NA, NA, 52, 62, 91, 19, 25, 33, 85, 72, 53, 58, 21, 36, 182, 108, 159, 654, 14, 70, 82, 37, NA, 14, 50, NA, NA, 272, 21, 35, 222, 48, NA, 13, 376, 24, 258, 37, 116, 49, 90, 35, 105, 134, 46, 638, 95, 12, 266, 69, 165, 43, 161, 32, 278, 80, 28, 22, 174, NA, 105, NA, 164, 41, 16, 52, NA, 35, 37, 73, 13, 370, 46, 99, 136, NA, 166, 36, 216, 247, 681, 34, 717, NA, 217, 185, 94, 590, 76, 128, 717, 223, 67, 54, 29, 30, 59, 34, 46, 66, 23, 170, 293, 16, NA, 87, 130, 51, 23, 83, 27, 81, 22, 100, 37, 14, 21, 78, 18, 76, 316, 34, 46, 29, 88, 150, 28, NA, 150, 94, 80, 66, 35, 90, 192, 116, NA, 55, 88, 23, 136, 79, 30, 43, 64, 43, 29, 131, 15, NA, NA, 42, 19, 20, NA, 504, 88, 22, 86, 42, 193, 40, 104, 30, 358, 15, 39, 82, 45, 44, 14, 38, 21, 41, 33, 13, 34, NA, NA, 18, 16, 48, 33, 16, 15, 120, 25, 19, 42, 52, 53, 53, 13, NA, 16, 55, 31, NA, 43, 21, 61, 133, 1384, 287, 47, 67, 26, 30, 23, 93, 34, 51, 189, 313, 52, 16, NA, 62, 31, 35, 68, 218, 69, 54, 14, 82, 17, 21, 71, 43, 43, 21, 16, 251, 246, 37, 30, 33, 59, 45, 626, 128, 54, 19, 70, 18, 27, NA, 134, 109, 58, 64, 142, 95, 52, 89, NA, 32, 144, 297, 31, 30, NA, NA, 220, 16, 21, NA, 14, 18, 47, 24, 17, 34, 42, 16, 31, 40, 44, 73, 41, 19, 104, 89, 19, 59, 122, 1114, 99, 47, 205, 54, 124, 79, 15, 12, 71, 93, 15, 17, 1017, 38, 15, 18, 104, 173, NA, 21, 36, 25, 20, 94, 53, 56, 29, 35, 201, NA, 28, 35, 56, 42, 46, 59, 108, NA, NA, 12, 62, 22, 73, 66, 76, 665, 466, 117, 19, 43, 13, NA, 249, 46, 22, 22, 63, 104, 19, 52, 143, 26, 35, NA, 51, 942, 17, 26, 24, NA, 50, 35, 72, 22, 49, 84, 81, 38, 73, 99, 47, 16, 23, 46, 37, 46, 45, NA, NA, 28, 43, 63, 110, 30, 19, 39, 19, 40, 14, 315, 70, 44, 20, 74, 23, 11, 54, 37, 289, 33, 58, 29, 13, 18, 21, 46, 115, 96, 56, 48, 116, 60, 250, 53, 52, 40, 60, 67, 35, 82, 31, 33, NA, 35, 224, 305, NA, 37, 26, 14, 58, 56, 78, 45, 23, 75, 48, 27, 27, 37, 57, 16, 13, 19, NA, 94, NA, 30, 99, NA, 82, 38, 19, 100, 72, NA, NA, 57, 21, 25, 45, 37, 25, 129, 21, 51, 17, 33, 38, 50, 43, 40, 17, NA, 14, 19, 376, 270, 176, 35, NA, 113, 46, 81, 28, 167, 89, 59, 37, 16, 59, 11, 13, 220, 63, NA, 75, 37, 74, 21, 13, 99, NA, 154, 46, 59, 28, 58, 14, 15, 19, 61, 25, 103, 23, 31, 18, 12, 118, 64, 84, 159, 18, 36, 46, 48, 50, NA, NA, 106, 43, 25, 129, 186, 31, 355, 35, 78, 38, 151, 265, 314, 21, 66, 29, 18, 15, 84, 82, 53, 194, 103, 21, 94, NA, 113, NA, 14, 87, 118, 130, 272, 165, 591, 210, 78, 185, 125, 90, 89, 170, 446, 37, NA, 199, 22, 100, NA, 113, 38, 112, 45, 111, NA, 201, 26, NA, 138, 32, 39, 1359, NA, 28, 27, 20, 16, 68, 116, 310, 91, 21, 178, 21, 23, 33, 140, 149, 476, 34, 16, NA, 19, 37, 193, 20, 81, 15, 143, 11, 128, 48, 63, 43, 226, 49, 32, 17, 158, 51, 137, 88, 51, 156, 46, 21, 93, 1704, 39, 35, 14, 23
#> $ earn_mdn_hi_2yr <dbl> 43798, 70176, NA, NA, 80004, 114892, 50856, NA, 66461, 52107, 58549, 58221, 81333, 98650, 92743, 65042, 54739, 106421, 57318, NA, 48432, 67101, 74105, 58402, 59425, 73075, NA, NA, 71015, 73949, 72214, 85357, 50856, 69338, 90049, 80779, 79838, 67660, 106421, 88907, 73739, 116258, 90983, 143744, 60320, 101406, 80459, 62012, NA, 63005, 88861, NA, NA, 69657, 47260, 67660, 65238, 78074, NA, 76460, 92733, 69338, 79037, 68499, 89672, 80124, 96866, 87973, 128588, 108331, 83768, 131090, 63997, 47260, 89184, 71015, 80503, 66541, 80301, 54661, 66897, 57318, 60161, 87604, 106249, NA, 90348, NA, 70044, 73949, 52941, 64706, NA, 86424, 54697, 99458, 41193, 114046, 61303, 51482, 46790, NA, 75047, 52107, 59688, 75787, 67685, 61020, 88546, NA, 39653, 83022, 65557, 58605, 60689, 62806, 56918, 66566, 53358, 62260, 45696, 59253, 49854, 38289, 60173, 53894, 51106, 134287, 127034, 52941, NA, 65486, 111283, 41342, 55964, 62343, 56415, 78719, 49683, 74786, 61516, 84653, 64493, 65238, 84653, 59576, 100096, 54386, 84653, 73635, 80189, 71661, 72884, NA, 60071, 87470, 59942, 63600, 62260, 58303, 91587, 189565, NA, 48432, 57770, 68778, 61350, 55840, 69338, 71957, 54809, 56931, 63166, 65238, 52107, NA, NA, 62260, 61020, 63005, NA, 66326, 64706, 63005, 57589, 70680, 96991, 68666, 78657, 63005, 67473, 67660, 55286, 57995, 73299, 57318, 56641, 61218, 48432, 69338, 60523, 71015, 57318, NA, NA, 49787, 48432, 61144, 36560, 84653, 61814, 63692, 56641, 67101, 51106, 49344, 46869, 87973, 58673, NA, 58673, 49883, 75204, NA, 78719, 74576, 106421, 92188, 72006, 106102, 51750, 68331, 53537, 52107, 52107, 64572, 63005, 89968, 115060, 106688, 72214, 61177, NA, 64328, 82882, 75518, 71854, 99741, 74200, 61516, 78971, 71778, 46478, 68666, 83388, 71015, 119061, 53775, 69338, 65180, 63318, 81111, 66077, 103746, 64493, 89968, 140166, 98481, 90856, 73635, 89412, 57318, 60771, NA, 90079, 73801, 72602, 80858, 75795, 65238, 65131, 112319, NA, 75204, 72469, 101300, 66915, 55964, NA, NA, 46673, 55964, 46087, NA, 33993, 59722, 88527, 53358, 50465, 59969, 55286, 56563, 47650, 54035, 52107, 53358, 51197, 52265, 70176, 88904, 70456, 58402, 112270, 64473, 50856, 58673, 71495, 73949, 87068, 91017, 55512, 50558, 90856, 82440, 64990, 66171, 69218, 60771, 59417, 55286, 79755, 74953, NA, 73446, 65486, 63749, 73635, 62211, 88971, 85918, 97604, 79473, 109327, NA, 125611, 57318, 71015, 65238, 62409, 54192, 59688, NA, NA, 49644, 70296, 33993, 65387, 71575, 54622, 170426, 145332, 101518, 52107, 56157, 47260, NA, 113850, 108092, 70456, 58673, 56776, 60623, 81498, 88506, 64196, 68499, 52941, NA, 59788, 145543, 96539, 61516, 90637, NA, 67101, 59124, 54401, 58673, 81997, 54686, 63430, 74576, 68443, 68499, 50563, 46478, 51607, 56716, 69897, 76460, 77966, NA, NA, 58557, 49084, 54810, 64493, 71854, 67660, 54748, 48849, 49214, 55964, 127836, 84653, 64121, 44384, 74200, 65486, 49683, 57318, 86867, 76836, 84653, 55286, 60230, 57318, 76460, 58673, 81111, 73035, 86129, 79688, 83177, 85860, 79284, 65610, 63005, 61814, 58402, 73635, 52733, 55964, 61814, 98403, 61516, NA, 62260, 108577, 90283, NA, 71575, 72899, 60161, 65089, 69338, 84284, 64706, 66077, 58092, 67324, 67660, 69338, 76083, 95473, 46087, 63328, 69338, NA, 75518, NA, 63997, 86621, NA, 86867, 72510, 44971, 79284, 60878, NA, NA, 48139, 60623, 58221, 72796, 66104, 82440, 65486, 58402, 54154, 45383, 58402, 86867, 59726, 84100, 73425, 96183, NA, 67164, 61516, 94864, 175674, 57735, 58221, NA, 82440, 51169, 65066, 59124, 102409, 109095, 67660, 91211, 59169, 52733, 64990, 57318, 50677, 65198, NA, 61888, 61020, 59425, 42682, 48432, 74262, NA, 95102, 48198, 54724, 60771, 68778, 46087, 116083, 50465, 76460, 69338, 63005, 43798, 53810, 39369, 33987, 73446, 67101, 76041, 99251, 43240, 54463, 62579, 68219, 70456, NA, NA, 96457, 65131, 57318, 67324, 77966, 62012, 68688, 80022, 78343, 64990, 67324, 92563, 59253, 60771, 45696, 67660, 64990, 59124, 77401, 55625, 54109, 127993, 65486, 63005, 68858, NA, 120363, NA, 52941, 68965, 60013, 57526, 115761, 76460, 131707, 94674, 52420, 68858, 97663, 74786, 52941, 75706, 65131, 53984, NA, 119642, 52107, 71015, NA, 98213, 76878, 80521, 73635, 79912, NA, 68499, 45500, NA, 105585, 63749, 91744, 57714, NA, 78896, 74157, 58673, 76460, 113246, 93467, 155263, 74200, 53358, 82685, 77715, 61064, 58221, 86424, 100915, 127652, 63005, 57995, NA, 63005, 63005, 66461, 65797, 72462, 94408, 60689, 88198, 98506, 61218, 85206, 80292, 65267, 77087, 73949, 63997, 32678, 33993, 37208, 88342, 43519, 78029, 74576, 56415, 79389, 70169, 66821, 64990, 53358, 66821
#> $ tuit_grad_res <dbl> 8130, 7588, 11700, 9834, 10470, 9072, 9540, 9936, 5598, 18530, 7146, 8436, 11700, 10810, 11372, 8956, 7680, 7379, 4626, 4932, 4594, 15678, 13152, 5022, 16224, 11430, 17500, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 11220, 11220, 11220, 11220, 11220, 26896, 8150, 16722, 14940, 17550, 17532, 6738, 13320, 12888, 10452, 11232, 15696, 16713, 44068, 31300, 10980, 20100, 6738, 25470, 6738, 23310, 6738, 27594, 36657, 6738, 41592, 34680, 4410, 6714, 9983, 10836, 12567, 9628, 45288, 11250, 20720, 14940, 6496, 13726, 16632, 12060, 15660, 17730, 20745, 12822, 6497, 6497, 30960, 8190, 28422, 17100, 28800, 13410, 17820, 13050, 6916, 16296, 8019, 5467, 22338, 8912, 16725, 10770, 13320, 21964, 34200, 8570, 18373, 10755, 18996, 9630, 8350, 14076, 16768, 12269, 10584, 7088, 3402, 11736, 5512, 5706, 39800, 13452, 3330, 5187, 6636, 8492, 8910, 4374, 3996, 18600, 15288, 17190, 6232, 6789, 6460, 8851, 10800, 15300, 14328, 18960, 6936, 29730, 7368, 13263, 17168, 7466, 29784, 14310, 18594, 9662, 10962, 15372, 12906, 11858, 50424, 6408, 14845, 24750, 12780, 18996, 17993, 13302, 15100, 10524, 6312, 7767, 11663, 6750, 11460, 7872, 35492, 8497, 7128, 6648, 13000, 16403, 11070, 11700, 8474, 8856, 6996, 16020, 17964, 9990, 5922, 3398, 10068, 9480, 9306, 9670, 12000, 6218, 10764, 10085, 8250, 5173, 10950, 11904, 5670, 6552, 11400, 9132, 6593, 5703, 7234, 5686, 6490, 6540, 5336, 5511, 49030, 7524, 8460, 6840, 24468, 13140, 7182, 7092, 8100, 50410, 15840, 8244, 11718, 7074, 12167, 6858, 14106, 10530, 11610, 22420, 33800, 27216, 49176, 48507, 1675, 13736, 42800, 14793, 3186, 14304, 13524, 16863, 22633, 2520, 20556, 29640, 14994, 32333, 24120, 25344, 2700, 25128, 12232, 12942, 27666, 15120, 13712, 12720, 19116, 21466, 16764, 11300, 9959, 16338, 12869, 10710, 6927, 14746, 13312, 12778, 9630, 8550, 8532, 7185, 16240, 8820, 7373, 8100, 24386, 14076, 6885, 6720, 5269, 10080, 6298, 7141, 7644, 6858, 10206, 7780, 7549, 8400, 7575, 6683, 8496, 7200, 12654, 15672, 9405, 4551, 8025, 15030, 19350, 6307, 4644, 48950, 12690, 8400, 4135, 9810, 3600, 4649, 7134, 14038, 3600, 4968, 4752, 16000, 13560, 18810, 9108, 9810, 16720, 15660, 21564, 18000, 15102, 12960, 10196, 13156, 24156, 10464, 19008, 14545, 22239, 16536, 19476, 33328, 10686, 12024, 10998, 3934, 4418, 7780, 4088, 14376, 3026, 37623, 32517, 14310, 29286, 26460, 43552, 29500, 10130, 10130, 10130, 16380, 15624, 32160, 22320, 19116, 27087, 13536, 28272, 17505, 14040, 15156, 19170, 13500, 13230, 42610, 39936, 21870, 10350, 28680, 13482, 41804, 12240, 13194, 14382, 16182, 15930, 15888, 10870, 10870, 10870, 10870, 10870, 10870, 10870, 10870, 10870, 34632, 16200, 17483, 19800, 4744, 11326, 4656, 12654, 3371, 7722, 9900, 13770, 4545, 9643, 4252, 5117, 4647, 8088, 4448, 3639, 11520, 11194, 37520, 9450, 4348, 12100, 6865, 7185, 5570, 7731, 5713, 12697, 7632, 11250, 42576, 12790, 9565, 16020, 14400, 16008, 11090, 11349, 10200, 10260, 12890, 8964, 10825, 10620, 11560, 9510, 12600, 13166, 18636, 18936, 11970, 13474, 10908, 8492, 9270, 20772, 6043, 3899, 5033, 13734, 4886, 4464, 5316, 22230, 10762, 15504, 15000, 12150, 14391, 30421, 13248, 17496, 14292, 19560, 13140, 11592, 11520, 11592, 16261, 16254, 11592, 7824, 32184, 22212, 16200, 17370, 11934, 11772, 13248, 11592, 23020, 43320, 25560, 10106, 9300, 12060, 19964, 32286, 15858, 12240, 25000, 11352, 12672, 11592, 11592, 15786, 17917, 15840, 11592, 24800, 22368, 13260, 26832, 11826, 8880, 11796, 9180, 7542, 3750, 15075, 70, 8826, 7650, 12398, 13320, 14312, 6840, 7516, 8300, 20160, 8580, 22600, 5700, 18576, 7992, 9024, 11376, 18956, 8820, 7974, 8100, 11044, 8502, 8380, 9200, 6426, 6870, 19890, 3783, 28494, 12240, 3568, 15408, 30200, 3619, 3630, 16481, 7074, 6602, 5798, 7956, 15930, 6048, 3350, 20115, 14940, 3849, 5450, 15390, 4362, 35712, 25092, 20934, 5139, 15570, 40896, 10350, 4896, 6167, 3672, 3228, 5784, 7141, 11300, 12418, 4497, 4896, 26640, 5186, 1600, 5400, 4522, 10620, 4402, 6680, 7280, 5323, 7192, 6473, 7677, 13412, 14436, 17073, 15096, 9000, 12726, 13715, 10628, 10776, 9648, 8051, 8820, 6588, 16920, 8736, 20304, 12467, 10976, 15026, 13914, 10953, 16457, 18202, 25381, 13800, 19353, 11224, 15207, 9582, 11952, 5770, 9000, 10176, 12015, 10539, 10170, 16164, 10305, 4860, 19350, 7936, 7640, 7640, 10387, 7640, 7640, 4338, 2652, 2652, 2652, 9208, 10692, 11160, 6738, 11880, 6738, 6500, 6974, 6738, 9000, 5144
#> $ fee_grad_res <dbl> 1236, 0, 1390, 508, 0, 1624, 840, 640, 1226, 610, 802, 1385, 410, 696, 1011, 451, 1604, 971, 1292, 1026, 1287, 500, 0, 918, 220, 710, 150, 3603, 1385, 1256, 1138, 1595, 1568, 951, 841, 1088, 1092, 988, 911, 1115, 1428, 2017, 1844, 1463, 2118, 1865, 370, 0, 300, 40, 85, 500, 1737, 180, 930, 135, 0, 80, 619, 380, 120, 0, 172, 1612, 354, 1012, 50, 1946, 0, 0, 1916, 713, 400, 2488, 1738, 0, 1774, 840, 2088, 303, 0, 184, 2510, 4460, 2270, 80, 510, 200, 720, 0, 828, 4722, 4801, 792, 50, 690, 526, 45, 0, 0, 100, 1956, 1294, 1857, 1190, 250, 2185, 200, 1967, 0, 1200, 1016, 1797, 802, 400, 0, 0, 2078, 0, 0, 450, 80, 1974, 1602, 400, 1454, 1850, 3180, 2200, 1376, 2022, 2092, 2270, 0, 2116, 1962, 0, 880, 130, 2208, 1713, 2070, 120, 0, 260, 360, 330, 2769, 250, 1900, 3080, 720, 1504, 500, 100, 848, 0, 390, 0, 0, 1981, 440, 1389, 100, 0, 100, 313, 327, 375, 450, 4059, 1642, 3558, 0, 200, 960, 0, 588, 500, 200, 595, 0, 930, 428, 0, 1075, 1501, 0, 280, 0, 240, 1884, 657, 0, 958, 406, 862, 0, 1514, 0, 0, 110, 905, 0, 300, 300, 150, 0, 2755, 2483, 1872, 1064, 2166, 2172, 1829, 3996, 3939, 1980, 1142, 0, 830, 682, 1508, 1924, 2448, 210, 1800, 60, 270, 1538, 1404, 0, 1512, 60, 0, 40, 0, 580, 90, 710, 88, 8563, 0, 30, 0, 2556, 375, 2089, 355, 280, 4671, 162, 195, 405, 52, 0, 60, 2664, 690, 0, 790, 0, 1235, 0, 766, 150, 328, 0, 722, 432, 0, 350, 310, 290, 1757, 923, 0, 0, 0, 0, 669, 1495, 0, 883, 0, 214, 360, 777, 684, 1277, 0, 120, 120, 100, 20, 600, 0, 110, 300, 1095, 701, 126, 396, 324, 660, 0, 2342, 0, 490, 546, 1101, 910, 330, 0, 100, 1758, 525, 1203, 1441, 1676, 0, 1131, 532, 535, 1175, 175, 0, 630, 50, 400, 198, 870, 910, 968, 2718, 1944, 3316, 700, 1676, 2806, 3131, 450, 2097, 60, 1186, 3214, 0, 1386, 2083, 1598, 1526, 853, 0, 1624, 1335, 970, 724, 650, 790, 2002, 85, 308, 432, 430, 470, 860, 491, 970, 490, 111, 290, 1904, 540, 0, 620, 950, 160, 0, 276, 2432, 100, 350, 1000, 300, 274, 50, 0, 814, 351, 180, 340, 1824, 2051, 2477, 1696, 711, 1284, 1063, 515, 480, 1242, 1000, 550, 200, 2977, 549, 2632, 0, 2162, 50, 0, 105, 2902, 1963, 3026, 2636, 2477, 2484, 2595, 2285, 0, 536, 490, 0, 2844, 720, 1375, 1458, 962, 1405, 0, 0, 1765, 0, 34, 1678, 114, 50, 685, 0, 0, 918, 420, 0, 638, 0, 500, 450, 865, 0, 0, 1555, 176, 300, 100, 0, 12, 410, 1905, 2668, 751, 673, 2702, 2070, 3283, 306, 1110, 490, 1434, 0, 180, 1651, 1852, 213, 1317, 0, 1710, 0, 263, 2573, 90, 3916, 130, 468, 5096, 138, 840, 0, 230, 550, 0, 450, 274, 2923, 570, 1030, 0, 1314, 1415, 0, 948, 3318, 990, 0, 550, 50, 600, 3384, 3771, 890, 100, 0, 2399, 300, 1728, 0, 0, 0, 0, 1566, 100, 700, 40, 0, 12914, 856, 0, 400, 120, 300, 0, 1042, 1473, 730, 200, 260, 0, 0, 1379, 0, 70, 30, 1643, 1260, 1776, 1790, 1394, 1040, 1171, 0, 20, 0, 2612, 3006, 350, 2732, 800, 0, 1440, 2146, 2485, 1360, 1166, 1192, 982, 1575, 1958, 2367, 0, 1450, 2029, 1733, 816, 2782, 540, 150, 324, 2184, 680, 5664, 960, 1531, 1801, 2437, 2141, 3120, 1678, 0, 0, 1126, 1480, 48, 1915, 5118, 2125, 2364, 1180, 1947, 0, 756, 954, 630, 1054, 912, 182, 0, 2176, 1916, 5258, 500, 60, 3096, 35, 1104, 379, 92, 3030, 180, 2744, 1190, 2065, 2167, 2654, 0, 841, 424, 200, 100, 0, 765, 1529, 1059, 921, 0, 1734, 0, 700, 0, 0, 120, 0, 0, 0, 0, 0, 1271, 1122, 1402, 1066, 1396, 1335, 900, 900, 900, 794, 300, 300, 1911, 500, 907, 290, 1987, 1075, 0, 1690
#> $ tuit_grad_nres <dbl> 16260, 17294, 11700, 21830, 26950, 27216, 9540, 20592, 11196, 18530, 14292, 17233, 11700, 23480, 31124, 17781, 17400, 18842, 9252, 9864, 9188, 15678, 13152, 7452, 16224, 11430, 17500, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 26322, 26322, 26322, 26322, 26322, 26896, 8150, 16722, 14940, 17550, 17532, 15666, 13320, 12888, 10452, 11232, 15696, 16713, 44068, 31300, 10980, 20100, 15666, 25470, 15666, 23310, 15666, 27594, 36657, 15666, 41592, 34680, 10332, 22374, 20153, 28656, 12567, 23604, 45288, 11250, 20720, 14940, 18102, 34762, 16632, 12060, 15660, 17730, 20745, 12822, 18102, 18102, 30960, 8190, 28422, 17100, 28800, 13410, 17820, 13050, 25759, 16296, 22108, 16695, 22338, 21393, 16725, 27335, 13320, 21964, 34200, 19585, 18373, 10755, 18996, 9630, 19048, 14076, 16768, 12269, 10584, 22166, 13590, 11736, 13507, 11952, 39800, 27872, 13248, 18486, 26518, 24090, 8910, 15750, 15498, 18600, 36768, 17190, 20682, 20870, 21268, 8851, 10800, 15300, 14328, 18960, 16656, 29730, 14736, 22217, 17168, 15038, 29784, 14310, 18594, 9662, 10962, 15372, 12906, 20426, 50424, 12816, 14845, 24750, 12780, 18996, 17993, 13302, 15100, 26310, 11156, 11651, 11663, 6750, 11460, 7872, 35492, 16691, 13986, 15661, 13000, 16403, 11070, 11700, 21786, 26460, 6996, 16020, 17964, 9990, 18414, 9676, 10068, 22176, 9306, 21828, 12000, 16302, 10764, 10085, 16786, 12704, 10950, 11904, 5670, 6552, 16320, 9132, 19478, 16778, 20673, 16617, 18590, 19017, 5336, 19239, 49030, 24498, 8460, 18468, 24468, 19062, 12384, 9108, 8100, 50410, 15840, 11862, 25272, 13860, 12167, 12060, 14106, 10530, 11610, 22420, 33800, 27216, 49176, 48507, 1675, 13736, 42800, 14793, 3186, 25853, 29644, 32913, 22633, 4140, 20556, 29640, 27068, 32333, 24120, 25344, 2700, 25128, 18216, 12942, 27666, 27840, 13712, 12720, 19116, 43346, 32940, 19998, 14922, 24648, 24517, 10710, 6927, 31939, 28195, 12778, 9630, 8550, 8532, 14370, 25120, 8820, 11201, 8100, 24386, 14076, 6885, 10120, 5269, 10080, 6298, 7141, 21912, 6858, 10206, 20900, 16419, 8400, 7575, 13366, 8496, 7200, 12654, 15672, 9405, 9103, 8025, 15030, 19350, 11767, 9324, 48950, 12690, 8400, 18742, 9810, 7200, 12987, 20412, 14038, 7200, 18878, 18662, 16000, 13560, 18810, 10494, 9810, 16720, 15660, 21564, 18000, 15102, 12960, 17966, 17831, 24156, 15837, 28092, 14545, 22239, 28128, 19476, 33328, 16449, 12024, 17856, 9880, 7552, 22643, 14254, 14376, 8730, 37623, 32517, 14310, 29286, 26460, 43552, 29500, 18720, 18720, 18720, 16380, 15624, 32160, 22320, 19116, 27087, 13536, 28272, 17505, 14040, 15156, 19170, 13500, 13230, 42610, 39936, 21870, 10350, 28680, 13482, 41804, 12240, 13194, 14382, 16182, 15930, 15888, 22210, 22210, 22210, 22210, 22210, 22210, 22210, 22210, 22210, 34632, 16200, 17483, 19800, 17913, 11326, 17547, 12654, 14219, 7722, 9900, 13770, 16950, 26854, 17423, 18566, 17347, 22610, 16667, 13896, 11520, 11194, 37520, 9450, 14755, 12100, 6865, 19184, 14873, 13237, 5713, 12697, 13284, 11250, 42576, 24532, 16297, 16020, 14400, 16008, 19362, 11349, 10200, 10260, 29604, 8964, 10825, 10620, 32008, 17502, 12600, 23502, 18636, 18936, 11970, 22890, 10908, 12992, 9270, 20772, 15010, 8813, 19801, 13734, 18989, 10674, 11652, 22230, 13354, 15504, 15000, 21799, 24759, 30421, 20736, 17496, 17892, 19560, 13140, 17400, 11520, 17400, 16261, 16254, 17400, 7824, 32184, 22212, 16200, 17370, 11934, 11772, 13248, 17400, 23020, 43320, 25560, 17636, 9300, 12060, 34266, 32286, 15858, 12240, 25000, 11352, 12672, 17400, 17400, 21636, 17917, 15840, 17400, 24800, 22368, 13260, 26832, 11826, 8880, 24206, 9180, 7542, 3750, 15075, 70, 18424, 7650, 27008, 24144, 27570, 6840, 14449, 22280, 20160, 8580, 22600, 5700, 18576, 22248, 9024, 11376, 18956, 17604, 22086, 24218, 29232, 14262, 20020, 23720, 6426, 6870, 19890, 11128, 28494, 12240, 10912, 15408, 30200, 11564, 10974, 16481, 15696, 13046, 13142, 17100, 15930, 13392, 10694, 20115, 14940, 5019, 12794, 15390, 12390, 35712, 25092, 20934, 12483, 15570, 40896, 10350, 12240, 14327, 11015, 10572, 15953, 15638, 21518, 24150, 12326, 12294, 26640, 20785, 8244, 12744, 11867, 10620, 5081, 6680, 22861, 18632, 17718, 22848, 16161, 13412, 14436, 17073, 38160, 24686, 12726, 13715, 29306, 10776, 26688, 8051, 8820, 15462, 16920, 25548, 20304, 25095, 22479, 25168, 13914, 25438, 16457, 18202, 25381, 13800, 19353, 24656, 27255, 19866, 11952, 14114, 23238, 10176, 12015, 10539, 10170, 16164, 10305, 4860, 19350, 7936, 16771, 16771, 23424, 16771, 16771, 12978, 2652, 2652, 2652, 28010, 10692, 11160, 15666, 11880, 15666, 6500, 28170, 15666, 9000, 17544
#> $ fee_grad_nres <dbl> 1236, 0, 1390, 508, 0, 1624, 840, 640, 1226, 610, 802, 1727, 410, 696, 1011, 513, 1604, 971, 1292, 1026, 1287, 500, 0, 918, 220, 710, 150, 3603, 1385, 1256, 1138, 1595, 1568, 951, 841, 1088, 1092, 988, 911, 1115, 1428, 2017, 1844, 1463, 2118, 1865, 370, 0, 300, 40, 85, 500, 1737, 180, 930, 135, 0, 80, 619, 380, 120, 0, 172, 1612, 354, 1012, 50, 1946, 0, 0, 1916, 713, 400, 2488, 1738, 0, 1774, 840, 2088, 303, 0, 184, 2510, 5654, 2270, 80, 510, 200, 720, 0, 828, 5917, 5996, 792, 50, 690, 526, 45, 0, 0, 100, 2898, 1294, 2561, 1751, 250, 2809, 200, 2795, 0, 1200, 1016, 2348, 802, 400, 0, 0, 2078, 0, 0, 450, 80, 2728, 1602, 400, 1454, 1850, 3180, 2200, 1376, 2022, 2092, 2270, 0, 2116, 1962, 0, 880, 130, 2208, 1713, 2070, 120, 0, 260, 360, 330, 2769, 250, 1900, 3080, 720, 1504, 500, 100, 848, 0, 390, 0, 0, 1981, 440, 1389, 100, 0, 100, 313, 327, 375, 450, 4059, 1782, 3558, 0, 200, 960, 0, 588, 500, 200, 595, 0, 930, 428, 0, 1075, 1501, 0, 280, 0, 240, 1884, 657, 0, 958, 406, 862, 0, 1514, 0, 0, 110, 905, 0, 300, 300, 150, 0, 19690, 2483, 1872, 1064, 2166, 2172, 1829, 13996, 3939, 1980, 1142, 0, 830, 682, 1508, 1924, 2448, 210, 1800, 60, 270, 1538, 1404, 0, 1512, 60, 0, 40, 0, 580, 90, 710, 88, 8563, 0, 30, 0, 2556, 375, 2089, 355, 280, 4671, 162, 195, 405, 52, 0, 60, 2664, 690, 0, 790, 0, 1235, 0, 766, 150, 328, 0, 722, 432, 0, 350, 310, 290, 1757, 923, 0, 0, 0, 0, 669, 1495, 0, 883, 0, 214, 360, 777, 684, 1277, 0, 120, 10473, 100, 20, 600, 0, 110, 300, 1095, 701, 126, 396, 324, 660, 0, 2342, 0, 490, 546, 1101, 910, 330, 0, 100, 1812, 525, 1203, 1441, 1676, 0, 1131, 532, 535, 1175, 175, 0, 630, 50, 400, 198, 870, 910, 968, 2718, 1944, 3316, 700, 1676, 2806, 3131, 450, 2097, 60, 1186, 3214, 0, 1386, 2083, 1598, 1526, 853, 0, 1624, 1335, 970, 724, 650, 790, 2002, 85, 308, 432, 430, 470, 860, 491, 970, 490, 111, 290, 1904, 540, 0, 620, 950, 160, 0, 276, 2432, 100, 350, 1000, 300, 274, 50, 0, 814, 351, 180, 340, 1824, 2051, 2477, 1696, 711, 1284, 1063, 515, 480, 1242, 1000, 550, 200, 2977, 549, 2632, 0, 2162, 50, 0, 105, 2902, 1963, 3026, 2636, 2477, 2484, 2595, 2285, 0, 536, 490, 0, 2844, 720, 1375, 1458, 962, 1405, 0, 0, 1765, 0, 34, 1678, 114, 50, 685, 0, 0, 918, 420, 0, 638, 0, 500, 450, 865, 0, 0, 1555, 176, 300, 100, 0, 12, 410, 1905, 2668, 751, 673, 2702, 2070, 3283, 306, 1110, 490, 1434, 0, 180, 1651, 1852, 213, 1317, 0, 1710, 0, 263, 2861, 90, 5119, 130, 468, 6875, 138, 840, 0, 230, 550, 0, 450, 274, 3825, 570, 1030, 0, 1452, 1415, 0, 948, 3318, 990, 0, 550, 50, 600, 3672, 4930, 890, 100, 0, 2615, 300, 1728, 0, 0, 0, 0, 1566, 100, 700, 40, 0, 32888, 856, 0, 400, 120, 300, 0, 1042, 1473, 730, 200, 260, 0, 0, 1379, 0, 70, 30, 1643, 1260, 1776, 2020, 1394, 1040, 1171, 0, 20, 0, 2612, 3006, 350, 3161, 800, 0, 1440, 2146, 2485, 1360, 1166, 1192, 982, 1575, 1958, 2796, 0, 1450, 2029, 1733, 816, 2782, 540, 150, 324, 2184, 680, 5664, 960, 1531, 1801, 2437, 2141, 3120, 1678, 0, 0, 1126, 1480, 48, 1915, 5666, 2125, 2364, 1180, 1947, 0, 756, 954, 630, 1054, 912, 182, 0, 2176, 1916, 5814, 500, 60, 3096, 35, 1608, 379, 92, 3030, 180, 3312, 1190, 2669, 2792, 3336, 0, 841, 424, 200, 100, 0, 765, 1529, 1059, 921, 0, 1946, 0, 700, 0, 0, 120, 0, 0, 0, 0, 0, 1271, 1122, 1402, 1066, 1396, 1335, 900, 900, 900, 794, 300, 300, 1911, 500, 907, 290, 3046, 1075, 0, 1690
#> $ books_supplies <dbl> 1600, 1200, 1500, 1688, 1200, 1200, 1800, 1020, 1500, 1000, 1129, 1400, 1220, 1103, 800, 1000, 1715, 1046, 1137, 1410, 1200, 1200, 800, 1600, 1792, 1790, 1791, 1848, 1898, 1500, 1791, 1650, 1792, 1764, 1792, 1898, 1500, 1898, 1898, 1600, 1792, 1601, 1766, 1636, 1716, 1541, 1500, 1700, 1790, 1854, 1920, 1792, 1660, 1791, 1791, 1900, 1592, 1844, 1791, 1791, 1500, 1790, 1775, 1818, 1800, 1900, 1600, 1899, 1791, 1107, 1790, 1200, 1800, 1800, 1800, 1800, 1800, 1000, 1200, 1200, 1800, 1000, 1500, 1300, 850, 1150, 972, 1000, 800, 1200, 1000, 1400, 1300, 800, 1800, 800, 1600, 1275, 1040, 1500, 800, 1152, 1400, 1138, 1320, 1200, 1590, 1244, 1210, 1320, 2000, 930, 1200, 1500, 1030, 1250, 1720, 1200, 850, 1200, 1600, 1500, 1200, 1298, 1300, 1222, 1270, 1224, 800, 1400, 1500, 1200, 1006, 1400, 1200, 1500, 1600, 952, 1200, 1200, 1000, 1214, 1200, 1000, 1200, 1200, 1104, 150, 1000, 900, 1400, 1510, 942, 1500, 1500, 1200, 1000, 1350, 1200, 1000, 1400, 1620, 2400, 1000, 1500, 1200, 1200, 1200, 800, 1200, 1100, 840, 900, 1200, 1200, 1000, 1000, 1250, 1140, 1170, 1204, 1380, 1200, 1200, 950, 995, 950, 1280, 1200, 1560, 1200, 1000, 1080, 1500, 1080, 986, 856, 1490, 1000, 2547, 1000, 1000, 1000, 792, 1100, 1200, 1200, 1000, 1160, 1500, 1220, 1220, 1220, 1220, 1220, 1240, 1220, 1200, 1000, 1200, 1200, 800, 1600, 2200, 1400, 1200, 1220, 1250, 0, 1200, 2500, 1300, 1300, 1200, 1000, 1000, 1100, 1260, 1250, 1000, 1000, 800, 1500, 800, 1150, 1000, 1200, 1000, 800, 1000, 1200, 1280, 1000, 1200, 1200, 1240, 1000, 1368, 1100, 1000, 904, 880, 1000, 1200, 1000, 1453, 1048, 1076, 1300, 1000, 764, 1350, 1000, 800, 1196, 948, 1200, 1186, 2000, 480, 1500, 1000, 600, 1200, 1300, 1000, 1000, 1200, 1200, 1556, 1200, 1000, 2300, 1200, 1400, 1100, 1200, 1200, 3300, 1040, 1000, 1200, 1000, 1000, 1200, 1200, 400, 1800, 1485, 1200, 502, 1100, 980, 1000, 1200, 1400, 1350, 1600, 1080, 1012, 1040, 1120, 1298, 1300, 1200, 1000, 1200, 1337, 1400, 2100, 1200, 1230, 1300, 1350, 1600, 1200, 1384, 1234, 1300, 2600, 1569, 1500, 1350, 1000, 1200, 1597, 1698, 1600, 950, 1100, 1080, 1298, 1200, 1466, 1020, 1300, 1000, 1416, 1000, 1400, 910, 1364, 1364, 1364, 1200, 1500, 1012, 1000, 1500, 1300, 1300, 2000, 1200, 1000, 1524, 1470, 1200, 1185, 1589, 1070, 1104, 1000, 800, 1100, 1050, 1200, 800, 1200, 1000, 1100, 615, 1200, 1000, 1196, 900, 1037, 1600, 800, 1528, 1500, 1440, 778, 1400, 822, 700, 1600, 1280, 900, 400, 1300, 1160, 1200, 1400, 1442, 1200, 956, 1500, 1082, 1104, 1505, 1500, 1200, 1400, 1400, 2151, 1222, 1100, 1000, 800, 1000, 912, 1582, 1010, 1550, 1200, 1500, 800, 1000, 1240, 1000, 1200, 1100, 1320, 1200, 1216, 1400, 1200, 1100, 1234, 1030, 2000, 1150, 1216, 1200, 1104, 1248, 1000, 1100, 900, 1200, 1600, 1260, 1260, 1500, 714, 1000, 1218, 1200, 1425, 950, 900, 1551, 1122, 1050, 2090, 864, 999, 1144, 1500, 1200, 1200, 1000, 1020, 1000, 1000, 1000, 1700, 1400, 1200, 1066, 900, 1200, 1080, 1100, 1000, 1100, 1000, 1597, 1000, 1488, 1840, 1280, 1200, 1500, 2000, 1300, 1200, 1200, 1550, 1000, 1100, 1500, 1200, 1300, 1500, 1200, 1300, 1500, 940, 1200, 1400, 2000, 1400, 1060, 1159, 1308, 2200, 1023, 1160, 1000, 950, 1200, 1550, 1400, 1600, 1000, 1400, 1500, 1090, 1420, 1200, 1400, 1415, 1540, 1400, 1598, 1400, 2300, 2300, 1471, 1250, 1250, 1200, 1444, 1274, 868, 1260, 1200, 1400, 1400, 1000, 1064, 1210, 1200, 1300, 1200, 1000, 1456, 1550, 1300, 1350, 1000, 1200, 1300, 800, 1050, 1094, 1000, 1300, 800, 1298, 1192, 820, 1200, 1344, 1054, 1206, 662, 1200, 1216, 1292, 1050, 1000, 1524, 1200, 1050, 1650, 1000, 812, 1600, 810, 976, 1232, 1200, 1000, 1000, 1500, 1200, 1350, 1000, 1000, 1200, 1100, 990, 1771, 1000, 1200, 1000, 1000, 1500, 1210, 2804, 1294, 1000, 900, 1092, 1000, 825, 1000, 1500, 960, 825, 906, 840, 1000, 900, 625, 700, 1078, 1600, 800, 950, 800, 1008, 1000, 400, 1000, 800, 500, 370, 1200, 1700, 1700, 1700, 1220, 1400, 1800, 1764, 1600, 1339, 200, 1200, 1898, 1046, 2000
#> $ roomboard_off <dbl> 8830, 11682, 9600, 9603, 13050, 12898, 8000, 8980, 7284, 9850, 5815, 12080, 15060, 9216, 11300, 9262, 9406, 10332, 8910, 12634, 7054, 6756, 2500, 6915, 12494, 12370, 12492, 12507, 13780, 10900, 13770, 12588, 11360, 12888, 12492, 13882, 13884, 12910, 13882, 11358, 12492, 8606, 9814, 10667, 9008, 10131, 12268, 12400, 4968, 13293, 13200, 13500, 12638, 12492, 12492, 12298, 11104, 12916, 12492, 12492, 14330, 12492, 12492, 12050, 12492, 13882, 13990, 13882, 12492, 12240, 13882, 14348, 12492, 9693, 11205, 10400, 11788, 8910, 9693, 12021, 9694, 12265, 8520, 10503, 12436, 13860, 11986, 11468, 13850, 10462, 10750, 9698, 11884, 12068, 6000, 15698, 13040, 12500, 11440, 11400, 11608, 9764, 10826, 9636, 11364, 13610, 11837, 10680, 9910, 16740, 8544, 16490, 9934, 19125, 8776, 11530, 11680, 9700, 13997, 12326, 3500, 6500, 9354, 10622, 9684, 11750, 9030, 13486, 13640, 7672, 13150, 9800, 8032, 8540, 9258, 6849, 12478, 13030, 17362, 8974, 8280, 8354, 8350, 3858, 10010, 5850, 13387, 9546, 5500, 10868, 10882, 10260, 8082, 8000, 7000, 11500, 7500, 15300, 8565, 8980, 10776, 15489, 6588, 12660, 6111, 7750, 8600, 16699, 7200, 7206, 10186, 9211, 9580, 6000, 4000, 12947, 8000, 6812, 9920, 9696, 7170, 7010, 7400, 8900, 9060, 8356, 8588, 5440, 9470, 8120, 7970, 8392, 7710, 7590, 9610, 11169, 7662, 10881, 7025, 5955, 6296, 10252, 10575, 11820, 3600, 6750, 8400, 7713, 15772, 6516, 9074, 9073, 9074, 9073, 9072, 9714, 9073, 13844, 10164, 7200, 9980, 6500, 14200, 13114, 6000, 11240, 10255, 7870, 15430, 13966, 11876, 7500, 11352, 4630, 6012, 11660, 3500, 15130, 10200, 14870, 11330, 12200, 8000, 8450, 8881, 6380, 5150, 11897, 9200, 15050, 10310, 14500, 11890, 10000, 14882, 9730, 13410, 5400, 10464, 7346, 6324, 9514, 7400, 7780, 8810, 10107, 10872, 9784, 8064, 8706, 6252, 9185, 10040, 9270, 9134, 9561, 17358, 6600, 8500, 9894, 9610, 9377, 4120, 8230, 7700, 8700, 9010, 7686, 8460, 9356, 9000, 7374, 6100, 10002, 7394, 9812, 9418, 10000, 5900, 9488, 8350, 6290, 5104, 7998, 9000, 6521, 8558, 6400, 10125, 10640, 8508, 8288, 15596, 9516, 2050, 8826, 10350, 7164, 8648, 9774, 8354, 7110, 9190, 10558, 12200, 11700, 9514, 9708, 9990, 13500, 10894, 10575, 13000, 9882, 9475, 12446, 10973, 8967, 10964, 10300, 10849, 9600, 17934, 7500, 14350, 11942, 5670, 10800, 7496, 9108, 9472, 8944, 12800, 8224, 9720, 12196, 8000, 9892, 9600, 17010, 13900, 13713, 13713, 13713, 11570, 10000, 11924, 17315, 14400, 10230, 12970, 25000, 15010, 13250, 8096, 9436, 9900, 13380, 13000, 17578, 15558, 9300, 18312, 7222, 12500, 7000, 11463, 12356, 6500, 11740, 12450, 9750, 8090, 11241, 12900, 12982, 12000, 13390, 11600, 11948, 15217, 12865, 10036, 13260, 8380, 10760, 9241, 11495, 8070, 5400, 11600, 6244, 7153, 12218, 9823, 8744, 9636, 10635, 8624, 8208, 10700, 7300, 13404, 7000, 10100, 7292, 8264, 7856, 8136, 12342, 5500, 8882, 7446, 11000, 14298, 12102, 12000, 12680, 5795, 11250, 10720, 6176, 7760, 6300, 12454, 4150, 9000, 6360, 11706, 12268, 10200, 7514, 11508, 6450, 8538, 11376, 11730, 8990, 8136, 5400, 9772, 6378, 8840, 9814, 10280, 5544, 5112, 11338, 8930, 10528, 8650, 11874, 9807, 11822, 12200, 7556, 9699, 8998, 5100, 8912, 10000, 10524, 10784, 11042, 11146, 13328, 14367, 11760, 7200, 11990, 4000, 12000, 10062, 12044, 7500, 7100, 12690, 9268, 10000, 12858, 11230, 14536, 3150, 12880, 11000, 9400, 9212, 9504, 8080, 12336, 13093, 7090, 12860, 8190, 8618, 10460, 9000, 6700, 13650, 9586, 10450, 9990, 9050, 5905, 10897, 9144, 9892, 10540, 7928, 7464, 8630, 8008, 9711, 11330, 7508, 8700, 7690, 9980, 7952, 5090, 7880, 5000, 9153, 8246, 9100, 10238, 7996, 6610, 8750, 8500, 9400, 9310, 8216, 10576, 7204, 9114, 10692, 8500, 9532, 7780, 8973, 9704, 8720, 7996, 11067, 10794, 7550, 6910, 10332, 7590, 8012, 7960, 7872, 7355, 13750, 11112, 10090, 8720, 4000, 8700, 13694, 8868, 7260, 9710, 7466, 10368, 8410, 10070, 10190, 9496, 9970, 12000, 9558, 12974, 9081, 6885, 11000, 8582, 7448, 7500, 7880, 5960, 9936, 8000, 7904, 10576, 12920, 10000, 11382, 7965, 8000, 12186, 11700, 9334, 8046, 10120, 11118, 13430, 10864, 9990, 8720, 11280, 10726, 9648, 10941, 11158, 7800, 10330, 9100, 11499, 11356, 14625, 10524, 9585, 8426, 8340, 7850, 6517, 6718, 10280, 8370, 5664, 3750, 12160, 8510, 7538, 7600, 10030, 7350, 7600, 10320, 8000, 8000, 8000, 9460, 8936, 11104, 12826, 11448, 15450, 6000, 9672, 13882, 17654, 13128
#> $ oth_expense_off <dbl> 3090, 4886, 1600, 3578, 4116, 5664, 4700, 3180, 2800, 5498, 5227, 4250, 4160, 4708, 5200, 5070, 5213, 4104, 5202, 4766, 5471, 2414, 2850, 6939, 4158, 4158, 4258, 2646, 2924, 2516, 2658, 2716, 2478, 2870, 2658, 2924, 2706, 2934, 2924, 2182, 2658, 5665, 5383, 5140, 5317, 5621, 4100, 4340, 4286, 4239, 4610, 4292, 2444, 4258, 4536, 5382, 3696, 4914, 4245, 4158, 2500, 4158, 4156, 3296, 4158, 2966, 3800, 2925, 4158, 3170, 2924, 1880, 4158, 2763, 5193, 4600, 2294, 1600, 1360, 2634, 3272, 6776, 10208, 3671, 2650, 1730, 2806, 2760, 2500, 3150, 2644, 3972, 2920, 1500, 1800, 921, 5500, 1900, 2660, 7700, 5783, 4970, 4458, 6313, 5718, 3000, 5354, 1626, 3750, 3524, 7272, 3062, 3834, 8010, 5678, 6170, 2552, 4100, 8448, 3000, 2400, 3630, 2100, 3860, 4500, 2500, 4460, 2416, 3260, 6044, 5303, 5654, 3952, 2890, 4994, 6195, 2245, 2899, 2220, 4030, 5921, 3840, 3440, 3520, 2240, 1700, 2364, 2067, 4000, 7000, 3628, 4230, 5538, 2000, 2504, 1600, 3250, 5940, 6261, 2100, 2584, 2532, 6489, 1000, 4479, 3900, 7700, 1450, 4120, 3106, 2941, 2768, 3570, 2800, 1600, 2550, 3200, 6512, 3082, 2308, 3798, 2692, 3000, 1620, 3790, 2430, 3420, 6434, 5924, 2872, 4880, 3470, 3836, 4422, 3070, 3190, 3860, 3122, 4252, 1906, 6341, 3581, 4769, 5432, 6150, 5500, 6700, 3307, 5420, 4635, 3918, 3919, 3992, 3919, 3916, 3971, 3919, 1060, 2200, 2700, 3000, 2600, 4150, 1600, 3706, 3100, 1044, 1670, 5850, 3932, 4045, 2300, 2700, 3290, 2000, 1800, 2400, 1200, 1700, 1950, 1500, 2800, 2700, 1050, 2422, 2200, 1922, 1400, 2956, 1800, 3402, 2550, 2000, 2072, 3075, 3300, 1200, 3200, 4400, 938, 3452, 5448, 2578, 6614, 2890, 4248, 2454, 2368, 3364, 3910, 4464, 3246, 1556, 1756, 5754, 2366, 2500, 4864, 2000, 1200, 8186, 2200, 4000, 2700, 2390, 2746, 2350, 3156, 3060, 6712, 2600, 4200, 5100, 4660, 4400, 4060, 5184, 3570, 6085, 2984, 2400, 3200, 4152, 6338, 4300, 3409, 2575, 3246, 4216, 3448, 4482, 4034, 3408, 8104, 3200, 3757, 2700, 4824, 3630, 3870, 3262, 2772, 5682, 4500, 3100, 2250, 8206, 2245, 5722, 3800, 4121, 2856, 1780, 6600, 3681, 4500, 3550, 3926, 5576, 5400, 6282, 2030, 3013, 2900, 1050, 3983, 375, 5400, 4498, 3912, 5154, 3764, 2650, 5080, 7208, 1950, 1500, 2446, 3096, 4860, 1850, 5302, 5302, 5302, 3000, 3650, 2748, 3096, 1850, 3660, 1400, 2500, 2000, 2425, 3348, 9804, 2100, 1100, 2010, 2000, 4452, 5990, 2920, 3450, 976, 3275, 1400, 2460, 4000, 1400, 2062, 2086, 2632, 3505, 5336, 3332, 2800, 1600, 2284, 3600, 1665, 4666, 2808, 2313, 3286, 4000, 3644, 2600, 2426, 2600, 2850, 2460, 4220, 3404, 3496, 2536, 4667, 2442, 4604, 3296, 2000, 3472, 2400, 2774, 2516, 2490, 3500, 3422, 3400, 3152, 3728, 5122, 4790, 4948, 1900, 5666, 3470, 1750, 1230, 3000, 3582, 3530, 2730, 3700, 2014, 4500, 1800, 5194, 2870, 2706, 1500, 5358, 1200, 4550, 2532, 2784, 2000, 3635, 3890, 2000, 8546, 5496, 4650, 4260, 5433, 3760, 6210, 4524, 2955, 2120, 2520, 2550, 2349, 1680, 3700, 1774, 3252, 2210, 3600, 3140, 1700, 4350, 2082, 3500, 3596, 1800, 4278, 2200, 1125, 2510, 1150, 4750, 1328, 2288, 1000, 2500, 1065, 5783, 1700, 2470, 4788, 2060, 2100, 1518, 6000, 1868, 3000, 3258, 3604, 5934, 2300, 1410, 2520, 2358, 3000, 2500, 3200, 2409, 1600, 3785, 2300, 3770, 3600, 2100, 3977, 3502, 4314, 4111, 4184, 3000, 3935, 5441, 4538, 4750, 3204, 2716, 6440, 3250, 5700, 6606, 5150, 6130, 4512, 4162, 3600, 5666, 5518, 3420, 6000, 3649, 8010, 3350, 3480, 4430, 3140, 3241, 4968, 3200, 2037, 3938, 5534, 6900, 6918, 4178, 5508, 3416, 4300, 2572, 3136, 3030, 1830, 4376, 3300, 2556, 2050, 2460, 4762, 3796, 3000, 2600, 4764, 3454, 3910, 4118, 4768, 5820, 4512, 4310, 4180, 4292, 4044, 4700, 4666, 4866, 4420, 3708, 4256, 4854, 4500, 4800, 3770, 3434, 3678, 5052, 4410, 2174, 2700, 2302, 2025, 3300, 1800, 4908, 4500, 4150, 6274, 770, 2892, 3734, 2975, 2600, 2980, 3120, 2754, 2000, 3180, 3330, 3960, 2703, 3000, 4170, 3542, 3561, 3495, 3180, 3400, 2620, 4065, 5332, 4790, 2800, 3310, 4896, 3520, 4840, 2500, 3150, 2700, 3306, 3300, 4830, 3040, 4800, 4800, 4800, 1780, 2236, 3816, 2668, 4401, 2925, 1000, 3400, 2924, 3282, 1800
#> $ tuitfee_grad_res <dbl> 9366, 7588, 13090, 10342, 10470, 10696, 10380, 10576, 6824, 19140, 7948, 9821, 12110, 11506, 12383, 9407, 9284, 8350, 5918, 5958, 5881, 16178, 13152, 5940, 16444, 12140, 17650, 10341, 8123, 7994, 7876, 8333, 8306, 7689, 7579, 7826, 7830, 7726, 7649, 7853, 8166, 13237, 13064, 12683, 13338, 13085, 27266, 8150, 17022, 14980, 17635, 18032, 8475, 13500, 13818, 10587, 11232, 15776, 17332, 44448, 31420, 10980, 20272, 8350, 25824, 7750, 23360, 8684, 27594, 36657, 8654, 42305, 35080, 6898, 8452, 9983, 12610, 13407, 11716, 45591, 11250, 20904, 17450, 10956, 15996, 16712, 12570, 15860, 18450, 20745, 13650, 11219, 11298, 31752, 8240, 29112, 17626, 28845, 13410, 17820, 13150, 8872, 17590, 9876, 6657, 22588, 11097, 16925, 12737, 13320, 23164, 35216, 10367, 19175, 11155, 18996, 9630, 10428, 14076, 16768, 12719, 10664, 9062, 5004, 12136, 6966, 7556, 42980, 15652, 4706, 7209, 8728, 10762, 8910, 6490, 5958, 18600, 16168, 17320, 8440, 8502, 8530, 8971, 10800, 15560, 14688, 19290, 9705, 29980, 9268, 16343, 17888, 8970, 30284, 14410, 19442, 9662, 11352, 15372, 12906, 13839, 50864, 7797, 14945, 24750, 12880, 19309, 18320, 13677, 15550, 14583, 7954, 11325, 11663, 6950, 12420, 7872, 36080, 8997, 7328, 7243, 13000, 17333, 11498, 11700, 9549, 10357, 6996, 16300, 17964, 10230, 7806, 4055, 10068, 10438, 9712, 10532, 12000, 7732, 10764, 10085, 8360, 6078, 10950, 12204, 5970, 6702, 11400, 11887, 9076, 7575, 8298, 7852, 8662, 8369, 9332, 9450, 51010, 8666, 8460, 7670, 25150, 14648, 9106, 9540, 8310, 52210, 15900, 8514, 13256, 8478, 12167, 8370, 14166, 10530, 11650, 22420, 34380, 27306, 49886, 48595, 10238, 13736, 42830, 14793, 5742, 14679, 15613, 17218, 22913, 7191, 20718, 29835, 15399, 32385, 24120, 25404, 5364, 25818, 12232, 13732, 27666, 16355, 13712, 13486, 19266, 21794, 16764, 12022, 10391, 16338, 13219, 11020, 7217, 16503, 14235, 12778, 9630, 8550, 8532, 7854, 17735, 8820, 8256, 8100, 24600, 14436, 7662, 7404, 6546, 10080, 6418, 7261, 7744, 6878, 10806, 7780, 7659, 8700, 8670, 7384, 8622, 7596, 12978, 16332, 9405, 6893, 8025, 15520, 19896, 7408, 5554, 49280, 12690, 8500, 5893, 10335, 4803, 6090, 8810, 14038, 4731, 5500, 5287, 17175, 13735, 18810, 9738, 9860, 17120, 15858, 22434, 18910, 16070, 15678, 12140, 16472, 24856, 12140, 21814, 17676, 22689, 18633, 19536, 34514, 13900, 12024, 12384, 6017, 6016, 9306, 4941, 14376, 4650, 38958, 33487, 15034, 29936, 27250, 45554, 29585, 10438, 10562, 10560, 16850, 16484, 32651, 23290, 19606, 27198, 13826, 30176, 18045, 14040, 15776, 20120, 13660, 13230, 42886, 42368, 21970, 10700, 29680, 13782, 42078, 12290, 13194, 15196, 16533, 16110, 16228, 12694, 12921, 13347, 12566, 11581, 12154, 11933, 11385, 11350, 35874, 17200, 18033, 20000, 7721, 11875, 7288, 12654, 5533, 7772, 9900, 13875, 7447, 11606, 7278, 7753, 7124, 10572, 7043, 5924, 11520, 11730, 38010, 9450, 7192, 12820, 8240, 8643, 6532, 9136, 5713, 12697, 9397, 11250, 42610, 14468, 9679, 16070, 15085, 16008, 11090, 12267, 10620, 10260, 13528, 8964, 11325, 11070, 12425, 9510, 12600, 14721, 18812, 19236, 12070, 13474, 10920, 8902, 11175, 23440, 6794, 4572, 7735, 15804, 8169, 4770, 6426, 22720, 12196, 15504, 15180, 13801, 16243, 30634, 14565, 17496, 16002, 19560, 13403, 14165, 11610, 15508, 16391, 16722, 16688, 7962, 33024, 22212, 16430, 17920, 11934, 12222, 13522, 14515, 23590, 44350, 25560, 11420, 10715, 12060, 20912, 35604, 16848, 12240, 25550, 11402, 13272, 14976, 15363, 16676, 18017, 15840, 13991, 25100, 24096, 13260, 26832, 11826, 8880, 13362, 9280, 8242, 3790, 15075, 12984, 9682, 7650, 12798, 13440, 14612, 6840, 8558, 9773, 20890, 8780, 22860, 5700, 18576, 9371, 9024, 11446, 18986, 10463, 9234, 9876, 12834, 9896, 9420, 10371, 6426, 6890, 19890, 6395, 31500, 12590, 6300, 16208, 30200, 5059, 5776, 18966, 8434, 7768, 6990, 8938, 17505, 8006, 5717, 20115, 16390, 5878, 7183, 16206, 7144, 36252, 25242, 21258, 7323, 16250, 46560, 11310, 6427, 7968, 6109, 5369, 8904, 8819, 11300, 12418, 5623, 6376, 26688, 7101, 6718, 7525, 6886, 11800, 6349, 6680, 8036, 6277, 7822, 7527, 8589, 13594, 14436, 19249, 17012, 14258, 13226, 13775, 13724, 10811, 10752, 8430, 8912, 9618, 17100, 11480, 21494, 14532, 13143, 17680, 13914, 11794, 16881, 18402, 25481, 13800, 20118, 12753, 16266, 10503, 11952, 7504, 9000, 10876, 12015, 10539, 10290, 16164, 10305, 4860, 19350, 7936, 8911, 8762, 11789, 8706, 9036, 5673, 3552, 3552, 3552, 10002, 10992, 11460, 8649, 12380, 7645, 6790, 8961, 7813, 9000, 6834
#> $ tuitfee_grad_nres <dbl> 17496, 17294, 13090, 22338, 26950, 28840, 10380, 21232, 12422, 19140, 15094, 18960, 12110, 24176, 32135, 18294, 19004, 19813, 10544, 10890, 10475, 16178, 13152, 8370, 16444, 12140, 17650, 19269, 17051, 16922, 16804, 17261, 17234, 16617, 16507, 16754, 16758, 16654, 16577, 16781, 17094, 28339, 28166, 27785, 28440, 28187, 27266, 8150, 17022, 14980, 17635, 18032, 17403, 13500, 13818, 10587, 11232, 15776, 17332, 44448, 31420, 10980, 20272, 17278, 25824, 16678, 23360, 17612, 27594, 36657, 17582, 42305, 35080, 12820, 24112, 20153, 30430, 13407, 25692, 45591, 11250, 20904, 17450, 23756, 37032, 16712, 12570, 15860, 18450, 20745, 13650, 24019, 24098, 31752, 8240, 29112, 17626, 28845, 13410, 17820, 13150, 28657, 17590, 24669, 18446, 22588, 24202, 16925, 30130, 13320, 23164, 35216, 21933, 19175, 11155, 18996, 9630, 21126, 14076, 16768, 12719, 10664, 24894, 15192, 12136, 14961, 13802, 42980, 30072, 14624, 20508, 28610, 26360, 8910, 17866, 17460, 18600, 37648, 17320, 22890, 22583, 23338, 8971, 10800, 15560, 14688, 19290, 19425, 29980, 16636, 25297, 17888, 16542, 30284, 14410, 19442, 9662, 11352, 15372, 12906, 22407, 50864, 14205, 14945, 24750, 12880, 19309, 18320, 13677, 15550, 30369, 12938, 15209, 11663, 6950, 12420, 7872, 36080, 17191, 14186, 16256, 13000, 17333, 11498, 11700, 22861, 27961, 6996, 16300, 17964, 10230, 20298, 10333, 10068, 23134, 9712, 22690, 12000, 17816, 10764, 10085, 16896, 13609, 10950, 12204, 5970, 6702, 16320, 28822, 21961, 18650, 21737, 18783, 20762, 20846, 19332, 23178, 51010, 25640, 8460, 19298, 25150, 20570, 14308, 11556, 8310, 52210, 15900, 12132, 26810, 15264, 12167, 13572, 14166, 10530, 11650, 22420, 34380, 27306, 49886, 48595, 10238, 13736, 42830, 14793, 5742, 26228, 31733, 33268, 22913, 8811, 20718, 29835, 27473, 32385, 24120, 25404, 5364, 25818, 18216, 13732, 27666, 29075, 13712, 13486, 19266, 43674, 32940, 20720, 15354, 24648, 24867, 11020, 7217, 33696, 29118, 12778, 9630, 8550, 8532, 15039, 26615, 8820, 12084, 8100, 24600, 14436, 7662, 10804, 6546, 10080, 6418, 17614, 22012, 6878, 10806, 20900, 16529, 8700, 8670, 14067, 8622, 7596, 12978, 16332, 9405, 11445, 8025, 15520, 19896, 12868, 10234, 49280, 12690, 8500, 20554, 10335, 8403, 14428, 22088, 14038, 8331, 19410, 19197, 17175, 13735, 18810, 11124, 9860, 17120, 15858, 22434, 18910, 16070, 15678, 19910, 21147, 24856, 17513, 30898, 17676, 22689, 30225, 19536, 34514, 19663, 12024, 19242, 11963, 9150, 24169, 15107, 14376, 10354, 38958, 33487, 15034, 29936, 27250, 45554, 29585, 19028, 19152, 19150, 16850, 16484, 32651, 23290, 19606, 27198, 13826, 30176, 18045, 14040, 15776, 20120, 13660, 13230, 42886, 42368, 21970, 10700, 29680, 13782, 42078, 12290, 13194, 15196, 16533, 16110, 16228, 24034, 24261, 24687, 23906, 22921, 23494, 23273, 22725, 22690, 35874, 17200, 18033, 20000, 20890, 11875, 20179, 12654, 16381, 7772, 9900, 13875, 19852, 28817, 20449, 21202, 19824, 25094, 19262, 16181, 11520, 11730, 38010, 9450, 17599, 12820, 8240, 20642, 15835, 14642, 5713, 12697, 15049, 11250, 42610, 26210, 16411, 16070, 15085, 16008, 19362, 12267, 10620, 10260, 30242, 8964, 11325, 11070, 32873, 17502, 12600, 25057, 18812, 19236, 12070, 22890, 10920, 13402, 11175, 23440, 15761, 9486, 22503, 15804, 22272, 10980, 12762, 22720, 14788, 15504, 15180, 23450, 26611, 30634, 22053, 17496, 19602, 19560, 13403, 20261, 11610, 22519, 16391, 16722, 24275, 7962, 33024, 22212, 16430, 17920, 11934, 12222, 13522, 21225, 23590, 44350, 25560, 19088, 10715, 12060, 35214, 35604, 16848, 12240, 25550, 11402, 13272, 21072, 22330, 22526, 18017, 15840, 20015, 25100, 24096, 13260, 26832, 11826, 8880, 25772, 9280, 8242, 3790, 15075, 32958, 19280, 7650, 27408, 24264, 27870, 6840, 15491, 23753, 20890, 8780, 22860, 5700, 18576, 23627, 9024, 11446, 18986, 19247, 23346, 25994, 31252, 15656, 21060, 24891, 6426, 6890, 19890, 13740, 31500, 12590, 14073, 16208, 30200, 13004, 13120, 18966, 17056, 14212, 14334, 18082, 17505, 15350, 13490, 20115, 16390, 7048, 14527, 16206, 15172, 36252, 25242, 21258, 14667, 16250, 46560, 11310, 13771, 16128, 13452, 12713, 19073, 17316, 21518, 24150, 13452, 13774, 26688, 22700, 13910, 14869, 14231, 11800, 7028, 6680, 23617, 19586, 18348, 23902, 17073, 13594, 14436, 19249, 40076, 30500, 13226, 13775, 32402, 10811, 28296, 8430, 8912, 18492, 17100, 28860, 21494, 27764, 25271, 28504, 13914, 26279, 16881, 18402, 25481, 13800, 20118, 26185, 28314, 20787, 11952, 16060, 23238, 10876, 12015, 10539, 10290, 16164, 10305, 4860, 19350, 7936, 18042, 17893, 24826, 17837, 18167, 14313, 3552, 3552, 3552, 28804, 10992, 11460, 17577, 12380, 16573, 6790, 31216, 16741, 9000, 19234
#> $ coa_grad_res <dbl> 22886, 25356, 25790, 25211, 28836, 30458, 24880, 23756, 18408, 35488, 20119, 27551, 32550, 26533, 29683, 24739, 25618, 23832, 21167, 24768, 19606, 26548, 19302, 21394, 34888, 30458, 36191, 27342, 26725, 22910, 26095, 25287, 23936, 25211, 24521, 26530, 25920, 25468, 26353, 22993, 25108, 29109, 30027, 30126, 29379, 30378, 45134, 26590, 28066, 34366, 37365, 37616, 25217, 32041, 32637, 30167, 27624, 35450, 35860, 62889, 49750, 29420, 38695, 25514, 44274, 26498, 42750, 27390, 46035, 53174, 27250, 59733, 53530, 21154, 26650, 26783, 28492, 24917, 23969, 61446, 26016, 40945, 37678, 26430, 31932, 33452, 28334, 31088, 35600, 35557, 28044, 26289, 27402, 46120, 17840, 46531, 37766, 44520, 28550, 38420, 31341, 24758, 34274, 26963, 25059, 40398, 29878, 30475, 27607, 34904, 40980, 55698, 25335, 47810, 26639, 37946, 25582, 25428, 37371, 33294, 20219, 22294, 21716, 20784, 27620, 22438, 22316, 60106, 33352, 19822, 27162, 25382, 23752, 21740, 21942, 20502, 34923, 33049, 38102, 22644, 23703, 21938, 21961, 19178, 29010, 23438, 36145, 21468, 40480, 28036, 32253, 33888, 23532, 41784, 25414, 33742, 21412, 33942, 31398, 24986, 28599, 70505, 23274, 29605, 36840, 25730, 36809, 37669, 25797, 27062, 28810, 20773, 25375, 21663, 13750, 28917, 20072, 50654, 23139, 20502, 19415, 24082, 28933, 23218, 25500, 21330, 23315, 20150, 32894, 30516, 24280, 20668, 16681, 23580, 24198, 25057, 22910, 27493, 20009, 21172, 23722, 23193, 22422, 28994, 23054, 19420, 23002, 23420, 34239, 21727, 21787, 22510, 22138, 22874, 22577, 24257, 23662, 67114, 22030, 19560, 21850, 35050, 34598, 26020, 20646, 23850, 64729, 26690, 29794, 32354, 26899, 23267, 23722, 23286, 19542, 26110, 29420, 51970, 40456, 67706, 62425, 26038, 25936, 53130, 27246, 15322, 22951, 29910, 30174, 40763, 22103, 39048, 44725, 28671, 51542, 38390, 41014, 15332, 41782, 21516, 24412, 43508, 27333, 29306, 26186, 35074, 36168, 29992, 24750, 24007, 27818, 27000, 23616, 19043, 32587, 27110, 33836, 22280, 21050, 20106, 27150, 30312, 17540, 20386, 19490, 37046, 26796, 19704, 20124, 24170, 22880, 18992, 20761, 23606, 20072, 25778, 23582, 22429, 23985, 22182, 19134, 19312, 17852, 28314, 30832, 20535, 18426, 19471, 31346, 35184, 20900, 18976, 69264, 31310, 14950, 19876, 24735, 18391, 19448, 23466, 26694, 15733, 21670, 21645, 33675, 28685, 37730, 23028, 26972, 36520, 32073, 37095, 34990, 33902, 30434, 30286, 32379, 38983, 29980, 40114, 36376, 35819, 40930, 30936, 51114, 31422, 19767, 30184, 18961, 20136, 25012, 18947, 31026, 19420, 56906, 48933, 25534, 43690, 40946, 68824, 46245, 30817, 30941, 30939, 32620, 31634, 48335, 44701, 37356, 42388, 29496, 59676, 36255, 30715, 28744, 40830, 26860, 28895, 59485, 63016, 43084, 26990, 51712, 25554, 56604, 23765, 26857, 31212, 28033, 30350, 31355, 25730, 24643, 29289, 31702, 28932, 28554, 27723, 26797, 28398, 54196, 35509, 32277, 36395, 20087, 28235, 21453, 27649, 16429, 17072, 25510, 23779, 20220, 28670, 21797, 19989, 22927, 24731, 21375, 18933, 25720, 23702, 55214, 20624, 21959, 23824, 21104, 20921, 18868, 25630, 15853, 28283, 22643, 28748, 60008, 33736, 25949, 31500, 23350, 31258, 26592, 23073, 22430, 21460, 29212, 19014, 23325, 23724, 28235, 25514, 26300, 28743, 32736, 31436, 24244, 28882, 25650, 22627, 24101, 32040, 26712, 17706, 22485, 31378, 24596, 15074, 18966, 39782, 25506, 29102, 27250, 29776, 29521, 45186, 32555, 27690, 29952, 31912, 23603, 27417, 24510, 31382, 30277, 32264, 32430, 24090, 53369, 37572, 25955, 33486, 17984, 30172, 25992, 29947, 33090, 55050, 40315, 28068, 23415, 28876, 38770, 53480, 23298, 28138, 44550, 23970, 26684, 28938, 28597, 35946, 34510, 25840, 30571, 36948, 37214, 27420, 40332, 22435, 25070, 27933, 23430, 24002, 17840, 24140, 29017, 23636, 24056, 28472, 26712, 26076, 20355, 23207, 25572, 38370, 21092, 35276, 21230, 33306, 24113, 22140, 25676, 31516, 25543, 23182, 23976, 30336, 24810, 21750, 27421, 20046, 25550, 33800, 19291, 47950, 24208, 19523, 33128, 43100, 18028, 18894, 34473, 26102, 24616, 20364, 26813, 32915, 20856, 16655, 35133, 28310, 17070, 20519, 28578, 18355, 52852, 39864, 37204, 20839, 24550, 58660, 31066, 19941, 19958, 21137, 18947, 26146, 22947, 26342, 27988, 20627, 21682, 44438, 22325, 26082, 22226, 18529, 28706, 20785, 19440, 21936, 18737, 18192, 22373, 22841, 26908, 28186, 36369, 30514, 29015, 25491, 24575, 32018, 28111, 25226, 24521, 20802, 24828, 35264, 26319, 35584, 27442, 30347, 32454, 26562, 26815, 32461, 31162, 39339, 26900, 37287, 28611, 35277, 25428, 25557, 20330, 20860, 23416, 24564, 23125, 24970, 28644, 21815, 12930, 37358, 19946, 19999, 20062, 25925, 19856, 21836, 20233, 18052, 18052, 18052, 22462, 23564, 28180, 25907, 29829, 27359, 13990, 23233, 26517, 30982, 23762
#> $ coa_grad_nres <dbl> 31016, 35062, 25790, 37207, 45316, 48602, 24880, 34412, 24006, 35488, 27265, 36690, 32550, 39203, 49435, 33626, 35338, 35295, 25793, 29700, 24200, 26548, 19302, 23824, 34888, 30458, 36191, 36270, 35653, 31838, 35023, 34215, 32864, 34139, 33449, 35458, 34848, 34396, 35281, 31921, 34036, 44211, 45129, 45228, 44481, 45480, 45134, 26590, 28066, 34366, 37365, 37616, 34145, 32041, 32637, 30167, 27624, 35450, 35860, 62889, 49750, 29420, 38695, 34442, 44274, 35426, 42750, 36318, 46035, 53174, 36178, 59733, 53530, 27076, 42310, 36953, 46312, 24917, 37945, 61446, 26016, 40945, 37678, 39230, 52968, 33452, 28334, 31088, 35600, 35557, 28044, 39089, 40202, 46120, 17840, 46531, 37766, 44520, 28550, 38420, 31341, 44543, 34274, 41756, 36848, 40398, 42983, 30475, 45000, 34904, 40980, 55698, 36901, 47810, 26639, 37946, 25582, 36126, 37371, 33294, 20219, 22294, 37548, 30972, 27620, 30433, 28562, 60106, 47772, 29740, 40461, 45264, 39350, 21740, 33318, 32004, 34923, 54529, 38102, 37094, 37784, 36746, 21961, 19178, 29010, 23438, 36145, 31188, 40480, 35404, 41207, 33888, 31104, 41784, 25414, 33742, 21412, 33942, 31398, 24986, 37167, 70505, 29682, 29605, 36840, 25730, 36809, 37669, 25797, 27062, 44596, 25757, 29259, 21663, 13750, 28917, 20072, 50654, 31333, 27360, 28428, 24082, 28933, 23218, 25500, 34642, 40919, 20150, 32894, 30516, 24280, 33160, 22959, 23580, 36894, 25057, 35068, 27493, 30093, 21172, 23722, 31729, 29953, 28994, 23054, 19420, 23002, 28340, 51174, 34612, 32862, 35949, 33069, 34974, 35054, 34257, 37390, 67114, 39004, 19560, 33478, 35050, 40520, 31222, 22662, 23850, 64729, 26690, 33412, 45908, 33685, 23267, 28924, 23286, 19542, 26110, 29420, 51970, 40456, 67706, 62425, 26038, 25936, 53130, 27246, 15322, 34500, 46030, 46224, 40763, 23723, 39048, 44725, 40745, 51542, 38390, 41014, 15332, 41782, 27500, 24412, 43508, 40053, 29306, 26186, 35074, 58048, 46168, 33448, 28970, 36128, 38648, 23616, 19043, 49780, 41993, 33836, 22280, 21050, 20106, 34335, 39192, 17540, 24214, 19490, 37046, 26796, 19704, 23524, 24170, 22880, 18992, 31114, 37874, 20072, 25778, 36702, 31299, 23985, 22182, 25817, 19312, 17852, 28314, 30832, 20535, 22978, 19471, 31346, 35184, 26360, 23656, 69264, 31310, 14950, 34537, 24735, 21991, 27786, 36744, 26694, 19333, 35580, 35555, 33675, 28685, 37730, 24414, 26972, 36520, 32073, 37095, 34990, 33902, 30434, 38056, 37054, 38983, 35353, 49198, 36376, 35819, 52522, 30936, 51114, 37185, 19767, 37042, 24907, 23270, 39875, 29113, 31026, 25124, 56906, 48933, 25534, 43690, 40946, 68824, 46245, 39407, 39531, 39529, 32620, 31634, 48335, 44701, 37356, 42388, 29496, 59676, 36255, 30715, 28744, 40830, 26860, 28895, 59485, 63016, 43084, 26990, 51712, 25554, 56604, 23765, 26857, 31212, 28033, 30350, 31355, 37070, 35983, 40629, 43042, 40272, 39894, 39063, 38137, 39738, 54196, 35509, 32277, 36395, 33256, 28235, 34344, 27649, 27277, 17072, 25510, 23779, 32625, 45881, 34968, 33438, 35627, 39253, 33594, 29190, 25720, 23702, 55214, 20624, 32366, 23824, 21104, 32920, 28171, 31136, 15853, 28283, 28295, 28748, 60008, 45478, 32681, 31500, 23350, 31258, 34864, 23073, 22430, 21460, 45926, 19014, 23325, 23724, 48683, 33506, 26300, 39079, 32736, 31436, 24244, 38298, 25650, 27127, 24101, 32040, 35679, 22620, 37253, 31378, 38699, 21284, 25302, 39782, 28098, 29102, 27250, 39425, 39889, 45186, 40043, 27690, 33552, 31912, 23603, 33513, 24510, 38393, 30277, 32264, 40017, 24090, 53369, 37572, 25955, 33486, 17984, 30172, 25992, 36657, 33090, 55050, 40315, 35736, 23415, 28876, 53072, 53480, 23298, 28138, 44550, 23970, 26684, 35034, 35564, 41796, 34510, 25840, 36595, 36948, 37214, 27420, 40332, 22435, 25070, 40343, 23430, 24002, 17840, 24140, 48991, 33234, 24056, 43082, 37536, 39334, 20355, 30140, 39552, 38370, 21092, 35276, 21230, 33306, 38369, 22140, 25676, 31516, 34327, 37294, 40094, 48754, 30570, 33390, 41941, 20046, 25550, 33800, 26636, 47950, 24208, 27296, 33128, 43100, 25973, 26238, 34473, 34724, 31060, 27708, 35957, 32915, 28200, 24428, 35133, 28310, 18240, 27863, 28578, 26383, 52852, 39864, 37204, 28183, 24550, 58660, 31066, 27285, 28118, 28480, 26291, 36315, 31444, 36560, 39720, 28456, 29080, 44438, 37924, 33274, 29570, 25874, 28706, 21464, 19440, 37517, 32046, 28718, 38748, 31325, 26908, 28186, 36369, 53578, 45257, 25491, 24575, 50696, 28111, 42770, 24521, 20802, 33702, 35264, 43699, 35584, 40674, 42475, 43278, 26562, 41300, 32461, 31162, 39339, 26900, 37287, 42043, 47325, 35712, 25557, 28886, 35098, 23416, 24564, 23125, 24970, 28644, 21815, 12930, 37358, 19946, 29130, 29193, 38962, 28987, 30967, 28873, 18052, 18052, 18052, 41264, 23564, 28180, 34835, 29829, 36287, 13990, 45488, 35445, 30982, 36162Consider Variables within data frames (e.g., df_mba$coa_grad_res). With respect to their underlying data structure, variables are “atomic vectors”
type to investigate the underlying data structure of an object# variable df_mba$coa_grad_res has "double" type, which refers to a numeric atomic vactor
typeof(df_mba$coa_grad_res)
#> [1] "double"
# variable df_mba$city has "character" type, which refers to a character atomic vector
typeof(df_mba$city)
#> [1] "character"Augmented vectors
Attributes
Functions to identify and modify attributes
attributes() function to describe all attributes of an object
attributes(x)x: any R objectattr() to see individual attribute of an object or set/change an individual attribute of an object
attr(x, which, exact = FALSE)attr(x, which) <- valuex: an object whose attributes are to be accessed.which: a non-empty character string specifying which attribute is to be accessed.exact: logical: should which be matched exactly? [Default is FALSE]value: an object, the new value of the attribute, or NULL to remove the attribute.
Let’s investigate attributes of variables in the data frame df_mba
# attributes of the variable region
attributes(df_mba$region)
#> $label
#> [1] "Region (IPEDS)"
#>
#> $labels
#> U.S. Service Schools New England (CT, ME, MA, NH, RI, VT) Mid East (DE, DC, MD, NJ, NY, PA) Great Lakes (IL, IN, MI, OH, WI) Plains (IA, KS, MN, MO, NE, ND, SD) Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV) Southwest (AZ, NM, OK, TX) Rocky Mountains (CO, ID, MT, UT, WY) Far West (AK, CA, HI, NV, OR, WA) Outlying Areas (AS, FM, GU, MH, MP, PR, PW, VI)
#> 0 1 2 3 4 5 6 7 8 9
#>
#> $class
#> [1] "haven_labelled"
# use attr() to isolate attributes of the variable region
# variable label
attr(df_mba$region, which = 'label')
#> [1] "Region (IPEDS)"
# value labels
attr(df_mba$region, which = 'labels')
#> U.S. Service Schools New England (CT, ME, MA, NH, RI, VT) Mid East (DE, DC, MD, NJ, NY, PA) Great Lakes (IL, IN, MI, OH, WI) Plains (IA, KS, MN, MO, NE, ND, SD) Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV) Southwest (AZ, NM, OK, TX) Rocky Mountains (CO, ID, MT, UT, WY) Far West (AK, CA, HI, NV, OR, WA) Outlying Areas (AS, FM, GU, MH, MP, PR, PW, VI)
#> 0 1 2 3 4 5 6 7 8 9
# variable class
attr(df_mba$region, which = 'class')
#> [1] "haven_labelled"Every object in R has a class
Because class is an attribute, class_ is additional “meta data” we put on top of the “just the data” part of an object
df_mba$region
df_mba$region is haven_labelled (more on this later)class() function to identify object class.typeof(), class(), and attributes() functionstypeof(df_mba$region)
#> [1] "double"
attributes(df_mba$region)
#> $label
#> [1] "Region (IPEDS)"
#>
#> $labels
#> U.S. Service Schools New England (CT, ME, MA, NH, RI, VT) Mid East (DE, DC, MD, NJ, NY, PA) Great Lakes (IL, IN, MI, OH, WI) Plains (IA, KS, MN, MO, NE, ND, SD) Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV) Southwest (AZ, NM, OK, TX) Rocky Mountains (CO, ID, MT, UT, WY) Far West (AK, CA, HI, NV, OR, WA) Outlying Areas (AS, FM, GU, MH, MP, PR, PW, VI)
#> 0 1 2 3 4 5 6 7 8 9
#>
#> $class
#> [1] "haven_labelled"
class(df_mba$region)
#> [1] "haven_labelled"Why is object class important?
labelled object classVariable labels are labels attached to a specific variable (e.g., marital status) Value labels [in Stata] are labels attached to specific values of a variable, e.g.:
1 attached to value label “married”, 2=“single”, 3=“divorced”labelled is object class for importing vars with value labels from SAS/SPSS/Stata
labelled object class created by haven packageclass==labelled:
type can be numeric(double) or charactervalue labels associated with each value:
attr(df_name$var_name,"labels")attr(df_mba$region,"labels")Working with labelled class variables (e.g., df_mba$s3region)
labelslabelled class variable using: variable values (not values of labels attribute)typeof(df_mba$region)
class(df_mba$region)
attributes(df_mba$region)
attr(df_mba$region,"label")
# frequency count
df_mba %>% count(region)
df_mba %>% count(region) %>% as_factor()
# filter based on underlying values of the variable
# rocky mountains area
df_mba %>% filter(region==7) %>% count(stabbr)factor object classFactors are an object class used to display categorical data (e.g., marital status)
glimpse data frame with factor variables
df_mba_fac %>% glimpse()
#> Rows: 665
#> Columns: 36
#> $ opeid6 <chr> "001002", "001052", "025034", "001055", "001051", "001009", "001003", "001004", "001016", "001036", "001047", "001063", "001061", "001081", "001083", "001082", "001101", "001108", "001090", "001089", "001092", "001097", "001100", "001107", "001117", "001125", "001133", "001143", "007993", "001157", "001142", "001144", "001146", "001141", "001147", "001137", "001138", "001139", "001140", "001153", "001150", "001313", "001314", "001315", "001316", "001317", "001164", "020705", "001196", "001253", "001205", "001183", "001149", "001216", "001215", "001243", "011460", "001179", "001252", "001329", "010149", "001262", "001322", "001151", "010395", "001154", "001325", "001155", "001326", "001302", "001156", "001328", "001343", "001345", "004508", "004509", "001370", "009401", "001350", "001371", "001363", "001374", "001416", "001378", "001417", "001385", "001422", "001397", "001402", "001403", "001409", "001406", "001380", "001431", "007948", "001434", "001443", "001444", "001460", "001466", "001505", "003954", "001479", "001480", "001481", "001469", "009635", "001488", "001535", "001495", "021519", "001536", "009841", "001509", "008849", "001515", "001526", "001537", "001468", "001531", "001521", "001538", "003955", "001544", "001556", "008976", "001561", "001564", "001569", "001573", "001602", "001572", "001598", "001588", "001599", "001601", "001605", "001610", "007279", "001616", "001620", "001626", "001624", "001634", "001641", "001666", "001671", "001674", "001676", "009145", "001776", "001767", "001692", "001700", "001707", "001710", "001722", "001733", "001734", "001735", "001737", "001739", "001693", "001741", "001746", "001748", "001749", "001750", "001664", "001768", "001758", "001759", "001780", "001785", "001787", "001788", "001800", "001804", "001808", "001807", "001811", "001822", "001832", "001842", "001891", "001869", "001892", "001880", "001889", "001893", "001903", "001927", "001915", "001918", "001948", "001939", "001928", "007032", "001926", "001943", "001940", "001949", "001950", "001954", "001959", "001962", "001975", "002002", "002010", "002008", "002017", "002015", "002005", "002020", "002024", "002025", "002031", "002029", "002053", "002051", "002054", "002052", "002102", "002062", "002072", "002076", "002077", "002078", "011644", "002103", "002083", "002086", "002091", "002114", "002117", "002118", "002122", "002124", "002128", "002130", "002133", "002183", "021829", "002139", "002143", "002184", "002161", "002221", "002222", "002199", "002188", "002208", "002211", "002210", "002218", "002226", "002233", "002190", "002238", "002243", "002249", "002323", "002259", "002262", "002266", "002279", "002325", "002290", "002326", "002327", "002307", "002314", "002316", "002318", "002329", "002330", "002334", "009058", "002347", "002354", "010374", "003969", "002371", "002377", "002380", "002345", "002342", "002375", "002394", "002396", "002397", "002403", "002410", "002440", "002424", "002415", "002423", "002441", "002447", "002449", "002454", "002461", "002463", "002464", "002480", "007540", "002496", "002498", "002499", "002506", "002501", "002503", "002520", "002521", "002525", "002536", "009743", "002539", "002554", "002565", "002540", "002566", "002569", "002568", "002575", "002579", "002580", "002591", "002586", "002598", "002599", "002607", "002610", "002608", "002609", "002613", "002622", "002616", "002617", "002621", "009344", "002628", "002629", "002638", "002639", "009345", "021922", "002625", "002651", "002653", "002663", "002657", "002650", "002664", "002666", "002668", "002681", "002699", "009769", "002707", "002711", "007273", "002687", "007022", "002712", "002713", "002722", "002732", "002737", "002744", "002748", "002751", "002758", "002765", "002772", "002775", "002778", "002703", "020662", "002785", "002782", "002790", "002791", "002805", "002806", "002810", "002817", "002705", "002825", "002821", "002823", "002835", "002836", "002837", "002838", "002842", "002846", "002848", "010286", "002853", "002882", "010142", "002883", "002899", "002906", "002913", "002923", "002927", "002928", "002929", "002941", "002948", "002905", "002974", "002975", "002976", "002950", "002972", "002984", "002954", "002955", "002957", "002978", "002985", "002981", "002992", "002994", "003005", "002997", "003123", "003012", "003014", "003018", "003023", "003024", "003125", "003032", "003127", "003045", "003050", "003051", "003066", "003069", "003072", "003077", "007085", "003033", "003035", "003090", "003100", "003121", "003131", "010923", "003134", "003135", "003078", "003144", "003145", "003151", "003149", "003152", "003161", "003170", "003166", "003184", "003179", "003181", "003185", "003193", "003194", "003208", "003210", "003223", "003212", "003216", "003224", "003219", "003986", "003233", "003315", "003241", "003316", "003303", "003244", "003318", "003252", "003256", "003258", "003259", "003266", "003267", "003270", "003275", "003277", "003287", "003288", "003289", "003290", "003296", "003988", "003329", "003378", "003357", "003360", "003366", "003384", "003362", "003326", "003327", "003371", "003388", "003391", "003328", "003313", "003394", "003399", "003402", "003404", "003406", "003414", "003411", "003418", "003419", "003422", "003428", "003425", "003441", "003448", "003451", "003456", "003469", "003474", "003478", "003479", "003481", "003482", "003485", "003486", "003487", "003496", "003500", "003502", "003509", "003510", "003529", "003530", "003531", "003522", "003523", "003527", "003528", "003537", "003541", "003545", "003557", "011161", "003560", "003651", "031703", "003565", "003576", "011711", "003612", "013231", "003652", "003578", "003581", "009651", "003584", "003588", "003592", "003594", "003598", "003630", "003604", "003621", "003654", "003606", "003623", "003613", "003616", "003624", "003615", "003631", "003639", "003632", "003656", "003658", "009741", "003661", "011163", "003636", "010115", "003642", "003644", "003646", "003663", "003665", "003670", "003678", "003677", "004027", "003675", "003680", "003681", "003684", "003692", "003696", "003705", "030913", "003708", "003749", "003714", "003721", "020530", "003720", "003746", "003724", "003728", "003737", "003754", "003735", "003745", "013022", "003775", "003778", "003783", "003785", "003794", "003790", "003800", "003798", "003802", "003804", "003812", "003827", "003832", "003837", "003838", "003842", "003848", "003854", "003861", "003863", "003911", "003917", "003920", "003896", "003921", "003923", "003932", "025875", "003941", "011719", "001825", "006942", "041618", "030113", "030375", "032603", "033394", "032553", "039803", "041425", "001579"
#> $ unitid <dbl> 100654, 100663, 100690, 100706, 100751, 100858, 101189, 101709, 101879, 102049, 102368, 102614, 102669, 104151, 104179, 105330, 106245, 106397, 106458, 106467, 106704, 107044, 107141, 107983, 109785, 110361, 110413, 110422, 110486, 110495, 110510, 110529, 110538, 110547, 110556, 110565, 110574, 110583, 110592, 110608, 110617, 110644, 110653, 110662, 110671, 110680, 111948, 112075, 113698, 114813, 115083, 115728, 115755, 117140, 117627, 119173, 119605, 120184, 120537, 120883, 121150, 121309, 121691, 122409, 122436, 122597, 122612, 122755, 122931, 123554, 123572, 123961, 125897, 126182, 126562, 126580, 126614, 126669, 126818, 127060, 127918, 128498, 128744, 128771, 129020, 129242, 129525, 129941, 130226, 130253, 130314, 130493, 130776, 130943, 131113, 131159, 131450, 131469, 131876, 132471, 132657, 132903, 133553, 133650, 133669, 133881, 133951, 134079, 134130, 134945, 135081, 135726, 136172, 136215, 136330, 136950, 137032, 137351, 137476, 137546, 137564, 137847, 138354, 138716, 139199, 139311, 139366, 139658, 139755, 139764, 139861, 139931, 139959, 140818, 141264, 141334, 141486, 141574, 141644, 142115, 142276, 142285, 142461, 143118, 143358, 144351, 144740, 144892, 144962, 145336, 145600, 145619, 145813, 146339, 146612, 146719, 147013, 147536, 147660, 147679, 147703, 147767, 147776, 147828, 148335, 148405, 148487, 148496, 148584, 148627, 149222, 149231, 149772, 150066, 150145, 150163, 150677, 151263, 151306, 151324, 151388, 151801, 152336, 152600, 153278, 153603, 153658, 154013, 154235, 154493, 154688, 155025, 155061, 155089, 155317, 155335, 155399, 155520, 155681, 155812, 155900, 156082, 156125, 156286, 156365, 156541, 157377, 157951, 159391, 159647, 159717, 159939, 159966, 159993, 160612, 160621, 160658, 160755, 161253, 161518, 161554, 161563, 161873, 162007, 162584, 162760, 162928, 163046, 163204, 163286, 163453, 163462, 163851, 164447, 164492, 164562, 164632, 164739, 164924, 164988, 165015, 165024, 165167, 165334, 165529, 165820, 166513, 166629, 166638, 167358, 167729, 167783, 167899, 167987, 168005, 168254, 168421, 168430, 168740, 169248, 169479, 169716, 169798, 169983, 170037, 170675, 170976, 171100, 171137, 171146, 171571, 172051, 172264, 172334, 172644, 172699, 173045, 173160, 173328, 173665, 174020, 174066, 174491, 174783, 174817, 174914, 175005, 175078, 175272, 175342, 175421, 175616, 175856, 176017, 176044, 176053, 176080, 176372, 176479, 176628, 176965, 177214, 177339, 177418, 177968, 178244, 178624, 178721, 179043, 179159, 179557, 179566, 179867, 179894, 179964, 180489, 180814, 180948, 181394, 181464, 181604, 181783, 182281, 182290, 182795, 182980, 183026, 183080, 183211, 183910, 183974, 184603, 184612, 184773, 184782, 185129, 185262, 185572, 185590, 185828, 186201, 186283, 186380, 186432, 186867, 186876, 187046, 187444, 187648, 187897, 187985, 188030, 188182, 188304, 188429, 188641, 189705, 190044, 190114, 190150, 190415, 190512, 190549, 190637, 190716, 190761, 191241, 191649, 191931, 192192, 192323, 192448, 192703, 192819, 193016, 193292, 193353, 193399, 193654, 193900, 194091, 194161, 194310, 194958, 195003, 195128, 195164, 195234, 195544, 195720, 195809, 196060, 196079, 196088, 196097, 196130, 196176, 196194, 196264, 196291, 196413, 196592, 197045, 197197, 197869, 198136, 198464, 198516, 198543, 198561, 198835, 199032, 199102, 199120, 199139, 199148, 199157, 199193, 199218, 199281, 199306, 199412, 199847, 199962, 200004, 200217, 200253, 200280, 200332, 200800, 201104, 201195, 201441, 201548, 201645, 201885, 202134, 202480, 202763, 203368, 203517, 203580, 203757, 203775, 204024, 204194, 204200, 204617, 204796, 204857, 206048, 206084, 206279, 206349, 206437, 206604, 206622, 206695, 206835, 206862, 206941, 207263, 207388, 207458, 207500, 207847, 207865, 207971, 208646, 208822, 209409, 209542, 209551, 209612, 209807, 209825, 210146, 210739, 210775, 211158, 211352, 211361, 211431, 211556, 211644, 211981, 212054, 212106, 212133, 212601, 212656, 212832, 212984, 213020, 213367, 213507, 213543, 213598, 213826, 214272, 214777, 215062, 215442, 215691, 215743, 215929, 215947, 216010, 216038, 216339, 216597, 216694, 216764, 216852, 216931, 217059, 217165, 217235, 217402, 217484, 217536, 217633, 217688, 217776, 217819, 217882, 218441, 218663, 218724, 218964, 219383, 219471, 219602, 219709, 219806, 219833, 219949, 219976, 220075, 220516, 220613, 220631, 220862, 220978, 221740, 221759, 221768, 221838, 221847, 221953, 221971, 222178, 222831, 223232, 224004, 224147, 224226, 224323, 224545, 224554, 225399, 225414, 225432, 225502, 225511, 225627, 226091, 226152, 226231, 226471, 226833, 227216, 227331, 227526, 227757, 227845, 227863, 227881, 228149, 228246, 228325, 228431, 228459, 228529, 228705, 228723, 228769, 228778, 228787, 228796, 228802, 228875, 229027, 229063, 229115, 229179, 229780, 229814, 230038, 230603, 230728, 230737, 230764, 230782, 230807, 230852, 230995, 231174, 231624, 231651, 232043, 232186, 232265, 232423, 232557, 232609, 232681, 232706, 232982, 233541, 233921, 234030, 234076, 234915, 235097, 235316, 236133, 236230, 236452, 236595, 236939, 236948, 237011, 237066, 237367, 238032, 238193, 238430, 238458, 238616, 238661, 238980, 239080, 239105, 240107, 240268, 240365, 240453, 240462, 240471, 240727, 241739, 243346, 243601, 243780, 245953, 262086, 366711, 367884, 409698, 433387, 433660, 441937, 459727, 482149
#> $ instnm <chr> "Alabama A & M University", "University of Alabama at Birmingham", "Amridge University", "University of Alabama in Huntsville", "The University of Alabama", "Auburn University", "Faulkner University", "University of Montevallo", "University of North Alabama", "Samford University", "Troy University", "University of Alaska Fairbanks", "Alaska Pacific University", "Arizona State University-Tempe", "University of Arizona", "Northern Arizona University", "University of Arkansas at Little Rock", "University of Arkansas", "Arkansas State University-Main Campus", "Arkansas Tech University", "University of Central Arkansas", "Harding University", "John Brown University", "Southern Arkansas University Main Campus", "Azusa Pacific University", "California Baptist University", "California Lutheran University", "California Polytechnic State University-San Luis Obispo", "California State University-Bakersfield", "California State University-Stanislaus", "California State University-San Bernardino", "California State Polytechnic University-Pomona", "California State University-Chico", "California State University-Dominguez Hills", "California State University-Fresno", "California State University-Fullerton", "California State University-East Bay", "California State University-Long Beach", "California State University-Los Angeles", "California State University-Northridge", "California State University-Sacramento", "University of California-Davis", "University of California-Irvine", "University of California-Los Angeles", "University of California-Riverside", "University of California-San Diego", "Chapman University", "Concordia University-Irvine", "Dominican University of California", "Fresno Pacific University", "Golden Gate University-San Francisco", "Holy Names University", "Humboldt State University", "University of La Verne", "La Sierra University", "Mount Saint Mary's University", "National University", "Notre Dame de Namur University", "Hope International University", "University of the Pacific", "Pepperdine University", "Point Loma Nazarene University", "University of Redlands", "San Diego State University", "University of San Diego", "San Francisco State University", "University of San Francisco", "San Jose State University", "Santa Clara University", "Saint Mary's College of California", "Sonoma State University", "University of Southern California", "Woodbury University", "Adams State University", "University of Colorado Denver/Anschutz Medical Campus", "University of Colorado Colorado Springs", "University of Colorado Boulder", "Colorado Christian University", "Colorado State University-Fort Collins", "University of Denver", "Regis University", "Albertus Magnus College", "University of Bridgeport", "Central Connecticut State University", "University of Connecticut", "Fairfield University", "University of Hartford", "University of New Haven", "Quinnipiac University", "Sacred Heart University", "University of Saint Joseph", "Southern Connecticut State University", "Western Connecticut State University", "University of Delaware", "Wilmington University", "American University", "Gallaudet University", "George Washington University", "Trinity Washington University", "Barry University", "Lynn University", "University of Central Florida", "Embry-Riddle Aeronautical University-Daytona Beach", "Florida Agricultural and Mechanical University", "Florida Atlantic University", "Florida Institute of Technology", "Florida International University", "Florida Southern College", "University of Florida", "Jacksonville University", "Keiser University-Ft Lauderdale", "University of Miami", "University of North Florida", "Nova Southeastern University", "Palm Beach Atlantic University", "Rollins College", "Saint Leo University", "University of South Florida-Main Campus", "St. Thomas University", "Stetson University", "Southeastern University", "The University of Tampa", "The University of West Florida", "Albany State University", "Brenau University", "Clayton State University", "Columbus State University", "Emory University", "Georgia Institute of Technology-Main Campus", "Georgia Southwestern State University", "Georgia College & State University", "Georgia Southern University", "University of Georgia", "Piedmont College", "Valdosta State University", "University of West Georgia", "Chaminade University of Honolulu", "University of Hawaii at Manoa", "Hawaii Pacific University", "Boise State University", "Idaho State University", "University of Idaho", "Northwest Nazarene University", "Aurora University", "Bradley University", "Concordia University-Chicago", "DePaul University", "Eastern Illinois University", "Elmhurst College", "Governors State University", "University of Illinois at Chicago", "Benedictine University", "Illinois State University", "Judson University", "Lewis University", "Loyola University Chicago", "McKendree University", "National Louis University", "North Central College", "North Park University", "Northern Illinois University", "Northwestern University", "Northeastern Illinois University", "Olivet Nazarene University", "Robert Morris University Illinois", "Rockford University", "Roosevelt University", "Dominican University", "University of St Francis", "Saint Xavier University", "Southern Illinois University-Carbondale", "Southern Illinois University-Edwardsville", "Western Illinois University", "Anderson University", "Bethel University", "Butler University", "Grace College and Theological Seminary", "University of Indianapolis", "University of Southern Indiana", "Indiana State University", "Indiana University-East", "Indiana Wesleyan University-Marion", "University of Saint Francis-Fort Wayne", "Valparaiso University", "University of Dubuque", "Iowa State University", "University of Iowa", "Mount Mercy University", "Saint Ambrose University", "Upper Iowa University", "Baker University", "Emporia State University", "Fort Hays State University", "Friends University", "University of Kansas", "Newman University", "Kansas State University", "MidAmerica Nazarene University", "Pittsburg State University", "University of Saint Mary", "Southwestern College", "Washburn University", "Wichita State University", "Bellarmine University", "Campbellsville University", "University of the Cumberlands", "Midway University", "Western Kentucky University", "Louisiana State University and Agricultural & Mechanical College", "Louisiana Tech University", "McNeese State University", "University of New Orleans", "Nicholls State University", "University of Louisiana at Monroe", "Southeastern Louisiana University", "Southern University and A & M College", "University of Louisiana at Lafayette", "Tulane University of Louisiana", "University of Maine", "Saint Joseph's College of Maine", "University of Southern Maine", "Thomas College", "University of Baltimore", "Bowie State University", "Frostburg State University", "Hood College", "Johns Hopkins University", "Loyola University Maryland", "University of Maryland Global Campus", "University of Maryland-College Park", "Morgan State University", "Mount St. Mary's University", "Salisbury University", "American International College", "Anna Maria College", "Assumption College", "Bay Path University", "Bentley University", "Boston College", "Boston University", "Brandeis University", "Bridgewater State University", "Cambridge College", "Clark University", "Curry College", "Fitchburg State University", "University of Massachusetts-Lowell", "University of Massachusetts-Amherst", "University of Massachusetts-Boston", "Northeastern University", "Salem State University", "Simmons University", "Springfield College", "University of Massachusetts-Dartmouth", "Suffolk University", "Western New England University", "Worcester Polytechnic Institute", "Worcester State University", "Andrews University", "Central Michigan University", "Davenport University", "University of Detroit Mercy", "Eastern Michigan University", "Kettering University", "Cornerstone University", "Lawrence Technological University", "University of Michigan-Ann Arbor", "Michigan State University", "University of Michigan-Dearborn", "University of Michigan-Flint", "Oakland University", "Saginaw Valley State University", "Siena Heights University", "Spring Arbor University", "Wayne State University", "Western Michigan University", "Augsburg University", "Bethel University", "Concordia University-Saint Paul", "Hamline University", "Metropolitan State University", "University of Minnesota-Twin Cities", "University of Northwestern-St Paul", "Saint Cloud State University", "Saint Mary's University of Minnesota", "University of St Thomas", "St Catherine University", "Southwest Minnesota State University", "Winona State University", "Alcorn State University", "Belhaven University", "Delta State University", "Jackson State University", "University of Mississippi", "Mississippi Valley State University", "Mississippi College", "Mississippi State University", "University of Southern Mississippi", "William Carey University", "Avila University", "University of Central Missouri", "Drury University", "Evangel University", "Fontbonne University", "Lindenwood University", "Missouri Baptist University", "Northwest Missouri State University", "Park University", "Rockhurst University", "Saint Louis University", "Southeast Missouri State University", "Missouri State University-Springfield", "Washington University in St Louis", "Webster University", "William Woods University", "The University of Montana", "Bellevue University", "Chadron State College", "University of Nebraska at Omaha", "University of Nebraska-Lincoln", "College of Saint Mary", "Wayne State College", "University of Nevada-Las Vegas", "University of Nevada-Reno", "Franklin Pierce University", "New England College", "Southern New Hampshire University", "Plymouth State University", "Rivier University", "Caldwell University", "Centenary University", "Fairlei...
#> $ control <fct> Public, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Public, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Public, Public, Private not-for-profit, Private not-for-profit, Public, Public, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Private not-for-profit, Private not-for-profit, Private not-for-profit, Public, Public, Public, Public, Public, Public, Public, Public, Public, Public, Private not-for-profit, Public, Public, Public, Public, Private not-for-profit, Public, Priva...
#> $ ccbasic <fct> Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Small Programs, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Small Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Doctoral/Professional Universities, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: High Research Activity, Doctoral/Professional Universities, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Doctoral/Professional Universities, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Doctoral Universities: Very High Research Activity, Doctoral/Professional Universities, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Doctoral Universities: Very High Research Activity, Doctoral/Professional Universities, Doctoral Universities: High Research Activity, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Doctoral/Professional Universities, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Small Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Small Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral Universities: High Research Activity, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Small Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Small Programs, Master's Colleges & Universities: Small Programs, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Medium Programs, Doctoral Universities: Very High Research Activity, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Larger Programs, Doctoral Universities: Very High Research Activity, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Larger Programs, Master's Colleges & Universities: Medium Programs, Master's Colleges & Universities: Medium Programs, Doctoral/Professional Universities, Doctoral Universities: High Research Activity, Doctoral/Professional Universities, Master's Colleges & Universities: Larger Programs, Doctoral/Professional Universities, Master's Colleges & Universities: Small Programs, Doctoral...
#> $ stabbr <chr> "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AK", "AK", "AZ", "AZ", "AZ", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "DE", "DE", "DC", "DC", "DC", "DC", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "HI", "HI", "HI", "ID", "ID", "ID", "ID", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IA", "IA", "IA", "IA", "IA", "IA", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KS", "KY", "KY", "KY", "KY", "KY", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "LA", "ME", "ME", "ME", "ME", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MS", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MT", "NE", "NE", "NE", "NE", "NE", "NE", "NV", "NV", "NH", "NH", "NH", "NH", "NH", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NM", "NM", "NM", "NM", "NM", "NM", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "ND", "ND", "ND", "ND", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OK", "OR", "OR", "OR", "OR", "OR", "OR", "OR", "OR", "OR", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "RI", "RI", "RI", "RI", "RI", "SC", "SC", "SC", "SC", "SC", "SC", "SC", "SC", "SC", "SD", "SD", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "UT", "UT", "UT", "UT", "UT", "UT", "UT", "VT", "VT", "VT", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WV", "WV", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WY", "PR", "PR", "PR", "IN", "OK", "CA", "CA", "FL", "CA", "UT", "FL", "CA", "CA", "GA"
#> $ region <fct> "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Southwest (AZ, NM, OK, TX)", "Southwest (AZ, NM, OK, TX)", "Southwest (AZ, NM, OK, TX)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West 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WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Far West (AK, CA, HI, NV, OR, WA)", "Rocky Mountains (CO, ID, MT, UT, WY)", "Rocky Mountains (CO, ID, MT, UT, WY)", "Rocky Mountains (CO, ID, MT, UT, WY)", "Rocky Mountains (CO, ID, MT, UT, WY)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, 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Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Great Lakes (IL, IN, MI, OH, WI)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Plains (IA, KS, MN, MO, NE, ND, SD)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)", "New England (CT, ME, MA, NH, RI, VT)", "New England (CT, ME, MA, NH...
#> $ city <chr> "Normal", "Birmingham", "Montgomery", "Huntsville", "Tuscaloosa", "Auburn", "Montgomery", "Montevallo", "Florence", "Birmingham", "Troy", "Fairbanks", "Anchorage", "Tempe", "Tucson", "Flagstaff", "Little Rock", "Fayetteville", "Jonesboro", "Russellville", "Conway", "Searcy", "Siloam Springs", "Magnolia", "Azusa", "Riverside", "Thousand Oaks", "San Luis Obispo", "Bakersfield", "Turlock", "San Bernardino", "Pomona", "Chico", "Carson", "Fresno", "Fullerton", "Hayward", "Long Beach", "Los Angeles", "Northridge", "Sacramento", "Davis", "Irvine", "Los Angeles", "Riverside", "La Jolla", "Orange", "Irvine", "San Rafael", "Fresno", "San Francisco", "Oakland", "Arcata", "La Verne", "Riverside", "Los Angeles", "La Jolla", "Belmont", "Fullerton", "Stockton", "Malibu", "San Diego", "Redlands", "San Diego", "San Diego", "San Francisco", "San Francisco", "San Jose", "Santa Clara", "Moraga", "Rohnert Park", "Los Angeles", "Burbank", "Alamosa", "Denver", "Colorado Springs", "Boulder", "Lakewood", "Fort Collins", "Denver", "Denver", "New Haven", "Bridgeport", "New Britain", "Storrs", "Fairfield", "West Hartford", "West Haven", "Hamden", "Fairfield", "West Hartford", "New Haven", "Danbury", "Newark", "New Castle", "Washington", "Washington", "Washington", "Washington", "Miami", "Boca Raton", "Orlando", "Daytona Beach", "Tallahassee", "Boca Raton", "Melbourne", "Miami", "Lakeland", "Gainesville", "Jacksonville", "Fort Lauderdale", "Coral Gables", "Jacksonville", "Fort Lauderdale", "West Palm Beach", "Winter Park", "Saint Leo", "Tampa", "Miami Gardens", "DeLand", "Lakeland", "Tampa", "Pensacola", "Albany", "Gainesville", "Morrow", "Columbus", "Atlanta", "Atlanta", "Americus", "Milledgeville", "Statesboro", "Athens", "Demorest", "Valdosta", "Carrollton", "Honolulu", "Honolulu", "Honolulu", "Boise", "Pocatello", "Moscow", "Nampa", "Aurora", "Peoria", "River Forest", "Chicago", "Charleston", "Elmhurst", "University Park", "Chicago", "Lisle", "Normal", "Elgin", "Romeoville", "Chicago", "Lebanon", "Chicago", "Naperville", "Chicago", "Dekalb", "Evanston", "Chicago", "Bourbonnais", "Chicago", "Rockford", "Chicago", "River Forest", "Joliet", "Chicago", "Carbondale", "Edwardsville", "Macomb", "Anderson", "Mishawaka", "Indianapolis", "Winona Lake", "Indianapolis", "Evansville", "Terre Haute", "Richmond", "Marion", "Fort Wayne", "Valparaiso", "Dubuque", "Ames", "Iowa City", "Cedar Rapids", "Davenport", "Fayette", "Baldwin City", "Emporia", "Hays", "Wichita", "Lawrence", "Wichita", "Manhattan", "Olathe", "Pittsburg", "Leavenworth", "Winfield", "Topeka", "Wichita", "Louisville", "Campbellsville", "Williamsburg", "Midway", "Bowling Green", "Baton Rouge", "Ruston", "Lake Charles", "New Orleans", "Thibodaux", "Monroe", "Hammond", "Baton Rouge", "Lafayette", "New Orleans", "Orono", "Standish", "Portland", "Waterville", "Baltimore", "Bowie", "Frostburg", "Frederick", "Baltimore", "Baltimore", "Adelphi", "College Park", "Baltimore", "Emmitsburg", "Salisbury", "Springfield", "Paxton", "Worcester", "Longmeadow", "Waltham", "Chestnut Hill", "Boston", "Waltham", "Bridgewater", "Boston", "Worcester", "Milton", "Fitchburg", "Lowell", "Amherst", "Boston", "Boston", "Salem", "Boston", "Springfield", "North Dartmouth", "Boston", "Springfield", "Worcester", "Worcester", "Berrien Springs", "Mount Pleasant", "Grand Rapids", "Detroit", "Ypsilanti", "Flint", "Grand Rapids", "Southfield", "Ann Arbor", "East Lansing", "Dearborn", "Flint", "Rochester Hills", "University Center", "Adrian", "Spring Arbor", "Detroit", "Kalamazoo", "Minneapolis", "Saint Paul", "Saint Paul", "Saint Paul", "Saint Paul", "Minneapolis", "Saint Paul", "Saint Cloud", "Winona", "Saint Paul", "Saint Paul", "Marshall", "Winona", "Alcorn State", "Jackson", "Cleveland", "Jackson", "University", "Itta Bena", "Clinton", "Mississippi State", "Hattiesburg", "Hattiesburg", "Kansas City", "Warrensburg", "Springfield", "Springfield", "Saint Louis", "Saint Charles", "Saint Louis", "Maryville", "Parkville", "Kansas City", "Saint Louis", "Cape Girardeau", "Springfield", "Saint Louis", "Saint Louis", "Fulton", "Missoula", "Bellevue", "Chadron", "Omaha", "Lincoln", "Omaha", "Wayne", "Las Vegas", "Reno", "Rindge", "Henniker", "Manchester", "Plymouth", "Nashua", "Caldwell", "Hackettstown", "Teaneck", "Lodi", "Lakewood", "Glassboro", "Jersey City", "Union", "West Long Branch", "Montclair", "Newark", "Mahwah", "Lawrenceville", "New Brunswick", "Jersey City", "Hoboken", "Galloway", "Trenton", "Wayne", "Portales", "Las Vegas", "Albuquerque", "Las Cruces", "Hobbs", "Silver City", "Garden City", "Alfred", "Buffalo", "Potsdam", "New York", "New York", "Ithaca", "New York", "Brooklyn", "Bronx", "Buffalo", "Orangeburg", "Bronx", "Hempstead", "New Rochelle", "Keuka Park", "Syracuse", "Brookville", "Riverdale", "Poughkeepsie", "Dobbs Ferry", "Rockville Centre", "Newburgh", "Bronx", "New York", "New York", "Old Westbury", "New York", "New York", "Rochester", "Rochester", "Troy", "Saint Bonaventure", "Albany", "Brooklyn", "Rochester", "Queens", "Albany", "Vestal", "Buffalo", "Stony Brook", "Buffalo", "New Paltz", "Oswego", "Saratoga Springs", "Throggs Neck", "Syracuse", "New York", "Utica", "Staten Island", "Boone", "Buies Creek", "Greenville", "Elon", "Fayetteville", "Boiling Springs", "Hickory", "Montreat", "Greensboro", "Chapel Hill", "Charlotte", "Greensboro", "Durham", "Raleigh", "Wilmington", "Pembroke", "Misenheimer", "Charlotte", "Winston-Salem", "Wingate", "Cullowhee", "Bismarck", "Minot", "Grand Forks", "Fargo", "Akron", "Ashland", "Berea", "Bowling Green", "Columbus", "Cleveland", "Cincinnati", "Cleveland", "Dayton", "Findlay", "University Heights", "Kent", "Painesville", "Sylvania", "Canton", "Oxford", "Mount Vernon", "Cincinnati", "Columbus", "Columbus", "Athens", "Tiffin", "Toledo", "Cincinnati", "Pepper Pike", "North Canton", "Dayton", "Cincinnati", "Youngstown", "Bartlesville", "Bethany", "Edmond", "Tahlequah", "Stillwater", "Oklahoma City", "Norman", "Durant", "Weatherford", "Tulsa", "La Grande", "Newberg", "Eugene", "Corvallis", "Eugene", "Forest Grove", "Portland", "Portland", "Ashland", "Center Valley", "Reading", "Bloomsburg", "Radnor", "California", "Pittsburgh", "Pittsburgh", "Clarion", "Doylestown", "Philadelphia", "Pittsburgh", "Saint Davids", "Erie", "Beaver Falls", "Gwynedd Valley", "Philadelphia", "Indiana", "Philadelphia", "Annville", "Bethlehem", "Lincoln University", "Scranton", "Aston", "University Park", "Philadelphia", "Pittsburgh", "Rosemont", "Loretto", "Scranton", "Greensburg", "Shippensburg", "Slippery Rock", "Philadelphia", "Villanova", "Waynesburg", "West Chester", "Chester", "Wilkes-Barre", "York", "Smithfield", "Providence", "Providence", "Kingston", "Newport", "Anderson", "Charleston", "Central", "Charleston", "Clemson", "Tigerville", "Columbia", "Conway", "Rock Hill", "Sioux Falls", "Vermillion", "Clarksville", "Nashville", "Jefferson City", "Memphis", "Lebanon", "Nashville", "Johnson City", "Bristol", "Cleveland", "Harrogate", "Memphis", "Murfreesboro", "Chattanooga", "Knoxville", "Martin", "Nashville", "Cookeville", "Greeneville", "Jackson", "Abilene", "San Angelo", "Waco", "Austin", "Corpus Christi", "Dallas", "Irving", "Texarkana", "Commerce", "Houston", "Houston", "Houston", "Victoria", "Houston", "San Antonio", "Beaumont", "Laredo", "Longview", "Belton", "Wichita Falls", "Denton", "San Antonio", "Prairie View", "Houston", "Austin", "Houston", "Huntsville", "San Antonio", "Dallas", "Waxahachie", "Nacogdoches", "San Marcos", "Stephenville", "Kingsville", "College Station", "Arlington", "Austin", "Richardson", "El Paso", "Tyler", "Fort Worth", "San Antonio", "Houston", "Lubbock", "Denton", "Plainview", "Canyon", "Provo", "Cedar City", "Logan", "Orem", "Salt Lake City", "Ogden", "Salt Lake City", "Burlington", "Northfield", "Burlington", "Williamsburg", "Virginia Beach", "Harrisonburg", "Fairfax", "Hampton", "Harrisonburg", "Lynchburg", "Lynchburg", "Fredericksburg", "Arlington", "Norfolk", "Winchester", "Blacksburg", "Richmond", "Charlottesville", "Seattle", "Cheney", "Spokane", "Kirkland", "Tacoma", "Lacey", "Seattle", "Pullman", "Seattle", "Bellingham", "Spokane", "Fairmont", "Morgantown", "Milwaukee", "Milwaukee", "Waukesha", "Mequon", "Madison", "Plymouth", "Fond Du Lac", "Milwaukee", "La Crosse", "Eau Claire", "Oshkosh", "Milwaukee", "Platteville", "River Falls", "Laramie", "San Juan", "Carolina", "Gurabo", "West Lafayette", "Oklahoma City", "Irvine", "San Marcos", "Naples", "Seaside", "Salt Lake City", "Fort Myers", "Camarillo", "Los Alamitos", "Augusta"
#> $ locale <fct> "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Small (population less than 100,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Town: Remote (in urban cluster more than 35 miles from an urbanized area)", "Suburb: Small (outside principal city, in urbanized area with population less than 100,000)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "City: Small (population less than 100,000)", "Town: Remote (in urban cluster more than 35 miles from an urbanized area)", "City: Small (population less than 100,000)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "Town: Remote (in urban cluster more than 35 miles from an urbanized area)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Small (outside principal city, in urbanized area with population less than 100,000)", "City: Large (population of 250,000 or more)", "Suburb: Small (outside principal city, in urbanized area with population less than 100,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Small (population less than 100,000)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Suburb: Small (outside principal city, in urbanized area with population less than 100,000)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Town: Remote (in urban cluster more than 35 miles from an urbanized area)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Town: Remote (in urban cluster more than 35 miles from an urbanized area)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Small (population less than 100,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "City: Small (population less than 100,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "Suburb: Small (outside principal city, in urbanized area with population less than 100,000)", "City: Large (population of 250,000 or more)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Small (population less than 100,000)", "City: Small (population less than 100,000)", "City: Small (population less than 100,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "City: Small (population less than 100,000)", "Town: Fringe (in urban cluster up to 10 miles from an urbanized area)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Large (population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "City: Small (population less than 100,000)", "Town: Distant (in urban cluster more than 10 miles and up to 35 miles from an urbanized area)", "Suburb: Midsize (outside principal city, in urbanized area with population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Midsize (population of at least 100,000 but less than 250,000)", "Suburb: Large (outside principal city, in urbanized area with population of 250,000 or more)", "City: Large (population of 250,000 or more)", "Town: Distant (in urban cluster mo...
#> $ urban <fct> med/small city, med/small city, med/small city, med/small city, med/small city, med/small city, med/small city, suburb, med/small city, suburb, town/rural, suburb, large city (250k+), med/small city, large city (250k+), med/small city, med/small city, med/small city, med/small city, town/rural, med/small city, town/rural, town/rural, town/rural, suburb, large city (250k+), med/small city, suburb, large city (250k+), suburb, med/small city, suburb, med/small city, med/small city, large city (250k+), suburb, suburb, large city (250k+), large city (250k+), large city (250k+), large city (250k+), suburb, large city (250k+), large city (250k+), large city (250k+), large city (250k+), med/small city, large city (250k+), med/small city, large city (250k+), large city (250k+), large city (250k+), town/rural, suburb, large city (250k+), large city (250k+), large city (250k+), suburb, suburb, large city (250k+), suburb, large city (250k+), med/small city, large city (250k+), large city (250k+), large city (250k+), large city (250k+), large city (250k+), med/small city, suburb, suburb, large city (250k+), large city (250k+), town/rural, large city (250k+), large city (250k+), med/small city, med/small city, med/small city, large city (250k+), large city (250k+), med/small city, med/small city, suburb, suburb, suburb, med/small city, suburb, suburb, suburb, suburb, med/small city, med/small city, suburb, suburb, large city (250k+), large city (250k+), large city (250k+), large city (250k+), suburb, med/small city, suburb, med/small city, med/small city, med/small city, med/small city, suburb, med/small city, med/small city, large city (250k+), med/small city, med/small city, large city (250k+), suburb, med/small city, suburb, suburb, large city (250k+), suburb, med/small city, med/small city, large city (250k+), med/small city, med/small city, med/small city, suburb, med/small city, large city (250k+), large city (250k+), town/rural, town/rural, town/rural, med/small city, town/rural, med/small city, town/rural, large city (250k+), large city (250k+), large city (250k+), med/small city, med/small city, town/rural, suburb, suburb, med/small city, suburb, large city (250k+), town/rural, suburb, town/rural, large city (250k+), suburb, suburb, med/small city, suburb, large city (250k+), suburb, large city (250k+), med/small city, large city (250k+), suburb, med/small city, large city (250k+), suburb, large city (250k+), med/small city, large city (250k+), suburb, suburb, large city (250k+), med/small city, suburb, town/rural, med/small city, med/small city, large city (250k+), town/rural, large city (250k+), suburb, med/small city, town/rural, town/rural, large city (250k+), suburb, med/small city, med/small city, med/small city, med/small city, med/small city, town/rural, town/rural, town/rural, town/rural, large city (250k+), med/small city, large city (250k+), med/small city, suburb, town/rural, town/rural, town/rural, med/small city, large city (250k+), large city (250k+), town/rural, town/rural, town/rural, med/small city, med/small city, town/rural, med/small city, large city (250k+), med/small city, med/small city, med/small city, med/small city, med/small city, large city (250k+), suburb, town/rural, med/small city, town/rural, large city (250k+), suburb, suburb, med/small city, large city (250k+), large city (250k+), suburb, suburb, large city (250k+), town/rural, suburb, med/small city, town/rural, med/small city, suburb, med/small city, med/small city, large city (250k+), med/small city, suburb, large city (250k+), med/small city, suburb, suburb, suburb, suburb, large city (250k+), large city (250k+), suburb, large city (250k+), med/small city, suburb, large city (250k+), med/small city, med/small city, med/small city, town/rural, town/rural, suburb, large city (250k+), suburb, med/small city, med/small city, med/small city, med/small city, med/small city, med/small city, med/small city, suburb, suburb, town/rural, suburb, large city (250k+), med/small city, large city (250k+), suburb, large city (250k+), large city (250k+), large city (250k+), large city (250k+), suburb, med/small city, town/rural, large city (250k+), large city (250k+), town/rural, town/rural, town/rural, med/small city, town/rural, med/small city, town/rural, town/rural, suburb, town/rural, med/small city, med/small city, large city (250k+), town/rural, med/small city, med/small city, suburb, med/small city, suburb, town/rural, suburb, large city (250k+), large city (250k+), med/small city, med/small city, suburb, suburb, town/rural, med/small city, suburb, town/rural, large city (250k+), large city (250k+), large city (250k+), town/rural, med/small city, large city (250k+), town/rural, town/rural, suburb, town/rural, med/small city, suburb, suburb, suburb, suburb, med/small city, suburb, large city (250k+), suburb, suburb, suburb, large city (250k+), suburb, suburb, med/small city, large city (250k+), suburb, suburb, med/small city, suburb, town/rural, town/rural, large city (250k+), suburb, town/rural, town/rural, suburb, town/rural, large city (250k+), town/rural, large city (250k+), large city (250k+), med/small city, large city (250k+), large city (250k+), large city (250k+), large city (250k+), suburb, large city (250k+), suburb, suburb, town/rural, suburb, suburb, large city (250k+), suburb, suburb, suburb, med/small city, large city (250k+), large city (250k+), large city (250k+), suburb, large city (250k+), large city (250k+), suburb, suburb, med/small city, town/rural, med/small city, large city (250k+), suburb, large city (250k+), med/small city, suburb, suburb, suburb, large city (250k+), suburb, town/rural, suburb, large city (250k+), med/small city, large city (250k+), med/small city, large city (250k+), town/rural, town/rural, med/small city, suburb, med/small city, town/rural, med/small city, suburb, large city (250k+), med/small city, large city (250k+), large city (250k+), large city (250k+), large city (250k+), med/small city, town/rural, town/rural, large city (250k+), med/small city, suburb, town/rural, town/rural, town/rural, med/small city, med/small city, med/small city, town/rural, suburb, town/rural, suburb, large city (250k+), large city (250k+), large city (250k+), med/small city, town/rural, suburb, suburb, suburb, suburb, med/small city, town/rural, town/rural, suburb, large city (250k+), large city (250k+), town/rural, town/rural, large city (250k+), large city (250k+), suburb, suburb, suburb, large city (250k+), med/small city, town/rural, suburb, suburb, town/rural, town/rural, large city (250k+), suburb, town/rural, town/rural, large city (250k+), town/rural, town/rural, med/small city, med/small city, med/small city, suburb, large city (250k+), large city (250k+), suburb, town/rural, med/small city, med/small city, suburb, suburb, large city (250k+), large city (250k+), town/rural, suburb, large city (250k+), large city (250k+), suburb, med/small city, suburb, suburb, large city (250k+), town/rural, large city (250k+), suburb, med/small city, suburb, med/small city, suburb, med/small city, large city (250k+), large city (250k+), suburb, town/rural, med/small city, suburb, town/rural, town/rural, large city (250k+), suburb, town/rural, suburb, suburb, med/small city, suburb, suburb, med/small city, med/small city, suburb, suburb, med/small city, med/small city, suburb, med/small city, suburb, town/rural, med/small city, med/small city, med/small city, med/small city, town/rural, med/small city, large city (250k+), suburb, large city (250k+), town/rural, large city (250k+), med/small city, med/small city, med/small city, town/rural, large city (250k+), med/small city, med/small city, med/small city, town/rural, large city (250k+), town/rural, town/rural, med/small city, med/small city, med/small city, med/small city, large city (250k+), large city (250k+), large city (250k+), med/small city, town/rural, town/rural, large city (250k+), suburb, large city (250k+), med/small city, large city (250k+), large city (250k+), med/small city, large city (250k+), med/small city, suburb, med/small city, med/small city, large city (250k+), town/rural, large city (250k+), large city (250k+), large city (250k+), town/rural, large city (250k+), suburb, suburb, town/rural, med/small city, town/rural, town/rural, med/small city, large city (250k+), large city (250k+), med/small city, large city (250k+), med/small city, large city (250k+), large city (250k+), large city (250k+), large city (250k+), med/small city, town/rural, town/rural, med/small city, town/rural, med/small city, med/small city, med/small city, med/small city, med/small city, med/small city, town/rural, med/small city, suburb, large city (250k+), med/small city, suburb, med/small city, med/small city, med/small city, med/small city, suburb, med/small city, med/small city, med/small city, med/small city, med/small city, suburb, large city (250k+), town/rural, med/small city, suburb, suburb, med/small city, large city (250k+), town/rural, large city (250k+), med/small city, suburb, town/rural, med/small city, large city (250k+), suburb, med/small city, suburb, large city (250k+), town/rural, med/small city, large city (250k+), med/small city, med/small city, med/small city, large city (250k+), town/rural, town/rural, town/rural, large city (250k+), suburb, suburb, med/small city, large city (250k+), large city (250k+), suburb, suburb, suburb, suburb, suburb, suburb, suburb, med/small city
#> $ cipdig2 <chr> "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52", "52"
#> $ cipcode <chr> "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", 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"5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202", "5202"
#> $ cipdesc <chr> "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administration, Management and Operations", "Business Administrat...
#> $ credlev <fct> Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Degree, Master's Deg...
#> $ creddesc <chr> "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "...
#> $ ipedscount1 <dbl> 30, 115, 23, 95, 152, 210, 31, 23, 116, 44, 134, 42, 13, 444, 212, 118, 62, 123, 58, 15, 45, 66, 127, 22, 22, 168, 83, 24, 47, 55, 139, 17, 30, 55, 78, 168, 158, 103, 36, 43, 164, 155, 251, 862, 73, 126, 101, 73, 36, 12, 106, 11, 22, 370, 36, 37, 336, 37, 9, 44, 589, 79, 520, 211, 127, 73, 103, 114, 151, 162, 64, 640, 66, 29, 273, 91, 139, 67, 312, 44, 345, 96, 109, 29, 253, 21, 120, 148, 266, 65, 7, 67, NA, 159, 79, 56, 20, 372, 28, 85, 245, 81, 43, 49, 243, 374, 597, 34, 724, 25, 130, 232, 113, 706, 65, 134, 764, 127, 119, 65, 48, 164, 86, 24, 105, 77, 25, 399, 308, 15, 21, 103, 245, 37, 32, 100, 33, 142, 80, 120, 56, 14, 33, 87, 24, 91, 158, 48, 63, 17, 213, 434, 43, 65, 213, 215, 90, 77, 35, 110, 215, 468, 20, 79, 170, 49, 143, 69, 48, 43, 56, 65, 42, 102, 24, 63, 32, 74, 36, 48, 9, NA, 101, 40, 143, 64, 271, 44, 104, 105, 192, 45, 53, 97, 119, 45, 39, 43, 30, 87, 45, 44, 80, 51, 8, 66, 32, 128, 131, 51, 28, 76, 42, 24, 60, 44, 78, 68, 25, 19, 26, 49, 146, 0, 75, 42, 117, 122, 1934, 493, 76, 73, 40, 32, 31, 90, 86, 72, 239, 568, 140, 14, 94, 102, 32, 40, 219, 382, 124, NA, 36, 60, 22, 162, 111, 50, 74, 17, 23, 430, 338, 52, 40, 70, 44, 51, 787, 264, 65, 59, 117, 34, 27, 90, 166, 96, 72, 33, 93, 113, 72, 523, 45, 47, 160, 348, 50, 83, 27, 23, 194, 82, 19, 83, 22, 23, 93, 61, 45, 47, 29, 28, 18, 53, 42, 74, 53, 172, 158, 120, 56, 319, 407, 2045, 92, 52, 345, 73, 103, 87, 18, 23, 82, 122, 27, 24, 1408, 80, 23, 19, 62, 263, 20, 33, 56, 28, 30, 61, 108, 83, 34, 56, NA, 13, 134, 48, 74, 73, 95, 75, 175, 79, 18, 14, 144, 27, 103, 81, 158, 1205, 666, 130, 129, 37, 15, 11, 299, 74, 41, 24, 51, 57, NA, 58, 194, 53, 27, 9, 38, 1062, 208, 33, 28, 29, 120, 46, 60, 46, 36, 69, 126, 102, 101, 217, 71, 23, 29, 113, 71, 82, 162, 22, 17, 25, 62, 70, 191, 30, 40, 56, 45, 25, 16, 742, 128, 55, 32, 225, 53, 24, 83, 132, 291, 49, 56, 118, 32, 43, 31, 103, 183, 70, 21, 75, 159, 179, 218, 88, 195, 55, 61, 79, 18, 62, 53, 85, 24, 93, 344, 284, 49, 96, 43, 11, 66, 155, 138, 50, 78, 130, 45, 53, 140, 41, 118, 30, 47, 36, 43, 61, 33, 99, 159, 14, 94, 44, 34, 123, 58, 21, 10, 74, 54, 20, 33, 26, 19, 184, 75, 47, 49, NA, 38, 176, 57, 32, 35, 12, 21, 50, 88, 545, 103, 35, 49, 110, 42, 105, 27, 228, 373, 79, 78, 48, 77, 17, 8, 255, 87, 94, 63, 42, 71, 39, 46, 158, 48, 176, 52, 59, 51, 97, 32, 18, 36, 47, 52, 117, 73, 172, 28, 42, 133, 102, 103, 233, 38, 46, 77, 38, 66, NA, 26, 198, 58, 258, 206, 168, 62, 437, 51, 82, 283, 155, 287, 387, 63, 45, 33, 28, 20, 127, 102, 63, 331, 121, 99, 91, 28, 150, 10, 15, 107, 111, 43, 295, 303, 658, 337, 94, 350, 143, 100, 80, 276, 365, 216, 233, 228, 29, 126, 0, 298, 57, 114, 203, 179, 16, 182, 61, 21, 139, 29, 39, 1498, 36, 28, 43, 40, 35, 96, 102, 424, 208, 30, 152, 28, 40, 48, 237, 288, 407, 21, 33, 19, 34, 15, 172, 15, 135, 32, 115, 34, 105, 59, 55, 79, 243, 115, 45, 42, 120, 44, 159, 336, 89, 432, 46, 36, 75, 2336, 40, 40, NA, 38
#> $ ipedscount2 <dbl> 27, 133, 23, 89, 185, 247, 74, 19, 182, 48, 126, 34, 28, 299, 214, 121, 66, 128, 42, 8, 65, 56, 99, 38, 38, 235, 91, 38, 33, 69, 134, 24, 34, 58, 69, 99, 168, 131, 43, 49, 114, 172, 231, 808, 94, 120, 117, 59, 25, 11, 80, 13, 29, 393, 20, 29, 282, 54, 17, 32, 608, 85, 426, 169, 132, 81, 132, 118, 131, 151, 62, 670, 74, 29, 290, 88, 152, 92, 307, 55, 297, 88, 108, 27, 277, 38, 101, 130, 267, 82, 17, 59, NA, 140, 631, 117, 16, 381, 20, 130, 240, 67, 41, 58, 274, 386, 620, 33, 715, 37, 138, 239, 110, 686, 39, 182, 771, 148, 126, 46, 76, 139, 126, 27, 68, 83, 26, 421, 347, 29, 37, 118, 255, 23, 40, 101, 64, 127, 58, 145, 60, 9, 35, 106, 36, 169, 192, 55, 70, 29, 195, 345, 54, 37, 211, 207, 78, 23, 25, 79, 243, 481, 27, 67, 177, 38, 123, 52, 56, 28, 71, 67, 38, 109, 45, 46, 48, 83, 144, 70, 6, NA, 78, 27, 139, 67, 321, 51, 70, 123, 142, 37, 50, 89, 179, 41, 43, 69, 37, 113, 34, 23, 48, 48, 16, 106, 45, 180, 147, 47, 26, 53, 27, 36, 60, 48, 46, 64, 28, 15, 39, 57, 132, 0, 70, 32, 137, 141, 2309, 499, 46, 67, 36, 28, 20, 70, 93, 131, 248, 598, 87, 17, 66, 96, 29, 61, 257, 418, 132, NA, 23, 31, 17, 135, 119, 54, 54, 34, 18, 394, 296, 52, 45, 54, 46, 51, 763, 304, 56, 68, 99, 36, 24, 87, 261, 98, 145, 49, 160, 123, 65, 492, 45, 32, 229, 263, 52, 94, 25, 27, 281, 77, 33, 88, 22, 25, 96, 54, 21, 55, 32, 29, 14, 61, 80, 56, 46, 187, 185, 98, 43, 287, 367, 1790, 73, 68, 294, 74, 95, 120, 16, 20, 80, 129, 27, 50, 2074, 41, 30, 0, 81, 228, 13, 27, 71, 51, 24, 99, 140, 66, 30, 80, NA, 17, 123, 57, 86, 95, 74, 84, 193, 54, 23, 22, 158, 29, 100, 79, 133, 1216, 684, 163, 151, 34, 6, 12, 258, 72, 45, 35, 59, 135, NA, 48, 222, 47, 34, 17, 48, 1078, 274, 26, 40, 41, 134, 42, 55, 55, 29, 88, 138, 137, 118, 189, 48, 25, 27, 75, 117, 75, 344, 25, 44, 18, 55, 58, 209, 39, 60, 50, 54, 28, 25, 793, 98, 50, 23, 261, 74, 27, 61, 77, 270, 31, 63, 135, 42, 27, 24, 64, 225, 94, 21, 62, 156, 197, 225, 72, 158, 63, 71, 57, 21, 60, 50, 70, 42, 67, 308, 361, 56, 86, 42, 9, 39, 163, 139, 61, 44, 117, 27, 22, 144, 113, 134, 55, 34, 37, 43, 85, 34, 82, 214, 11, 108, 57, 30, 128, 58, 26, 20, 75, 58, 23, 39, 42, 26, 153, 66, 40, 24, 35, 54, 188, 45, 37, 54, 18, 14, 34, 116, 549, 126, 41, 29, 124, 31, 104, 14, 358, 265, 57, 132, 57, 49, 8, 24, 266, 97, 90, 74, 58, 79, 26, 42, 188, 39, 182, 46, 77, 92, 69, 30, 17, 56, 32, 48, 137, 55, 103, 32, 58, 119, 78, 121, 224, 35, 38, 88, 37, 44, 24, 62, 202, 92, 240, 82, 154, 52, 375, 32, 82, 434, 175, 255, 405, 68, 67, 27, 28, 18, 143, 76, 69, 315, 95, 107, 79, 34, 185, 24, 16, 87, 109, 45, 302, 390, 645, 373, 99, 393, 129, 119, 58, 239, 356, 207, 279, 223, 38, 138, 18, 305, 88, 102, 259, 171, 23, 302, 103, 16, 137, 29, 38, 1468, 29, 44, 52, 47, 47, 135, 98, 463, 134, 48, 159, 33, 28, 32, 212, 289, 401, 55, 28, 13, 42, 23, 140, 37, 229, 28, 119, 33, 126, 50, 73, 86, 217, 119, 31, 62, 114, 49, 170, 307, 68, 374, 60, 19, 79, 3209, 34, 39, NA, 31
#> $ debt_all_stgp_eval_n <dbl> 43, 70, 17, 39, 103, 139, 61, 14, 105, 10, 77, 22, 14, 409, 172, 123, 43, 97, 25, 11, 28, 39, 121, 16, NA, 110, 11, 16, 24, 65, 110, 10, 19, 38, 83, 71, 87, 99, 33, 40, 119, 123, 222, 509, 27, 59, 67, 48, 25, 15, 38, 14, 26, 116, 32, 57, 241, 41, 12, 11, 330, 77, 402, 73, 69, 46, 78, 34, 73, 120, 32, 464, 62, 25, 232, 73, 102, 64, 137, 26, 226, 57, 60, 17, 96, 13, 40, 17, 200, 30, 11, 74, NA, 69, 29, 121, 16, 226, 44, 60, 203, 64, 270, 56, 285, 146, 728, 38, 619, 18, 204, 170, 81, 874, 15, 130, 903, 186, 94, 27, 35, 80, 50, 41, 118, 85, 22, 160, 288, 26, 22, 86, 146, 26, 24, 97, 26, 49, 20, 106, 37, 15, 36, 105, 16, 112, 308, 24, 46, 20, 78, 435, 20, 22, 46, 128, 65, 48, 18, 57, 146, 121, 12, 70, 225, 15, 119, 63, 44, 33, 31, 33, 25, 116, 39, 14, 34, 53, 54, 43, 11, 475, 94, 30, 101, 50, 50, 32, 55, 86, 123, 21, 27, 111, 74, 15, 23, 56, 17, 73, 31, 16, 32, 12, 15, 48, 48, 70, 35, 25, 12, 68, 14, 12, 50, 64, 24, 31, 17, 12, 29, 39, 101, NA, 45, 16, 56, 67, 1463, 302, 40, 38, 22, 36, 17, 55, 43, 49, 124, 285, 56, 12, 32, 29, 31, 30, 79, 131, 65, 113, 10, 45, 40, 41, 82, 20, 21, 10, 14, 227, 369, 33, 42, 26, 19, 23, 527, 222, 27, 38, 44, 12, 32, 23, 130, 45, 101, 35, 203, 104, 61, 363, 26, 23, 180, 203, 42, 14, 12, 27, 285, 21, 30, 17, 14, 24, 48, 23, 15, 42, 18, 18, 18, 52, 36, 71, 31, 150, 103, 56, 26, 30, 231, 1030, 75, 44, 284, 47, 44, 40, 20, 11, 65, 64, 25, 11, 1836, 36, 11, 15, 47, 184, 11, 33, 46, 31, 18, 62, 122, 55, 15, 33, 354, 14, 23, 38, 34, 33, 55, 65, 113, 45, 27, 17, 62, 32, 77, 57, 59, 679, 432, 110, 79, 35, 10, 13, 201, 47, 18, 32, 41, 104, NA, 31, 283, 46, 36, 10, 39, 698, 23, 25, 22, 35, 76, 42, 52, 53, 58, 79, 73, 74, 81, 133, 30, 20, 13, 80, 30, 64, 227, 16, 28, 11, 53, 47, 93, 36, 13, 53, 39, 24, 34, 615, 73, 34, 31, 157, 44, 29, 83, 102, 284, 21, 48, 49, 28, 13, 11, 39, 83, 65, 25, 43, 97, 79, 187, 32, 80, 32, 41, 46, 17, 67, 34, 34, 36, 41, 172, 338, 19, 28, 52, 11, 65, 114, 93, 47, 73, 188, 21, 19, 38, 26, 62, 26, 21, 15, 42, 83, 26, 40, 93, 16, 85, 32, 18, 39, 70, 26, 15, 96, 60, 12, 30, 18, 12, 114, 66, 20, 43, NA, 33, 51, 29, 13, 10, 25, 13, 44, 264, 192, 98, 37, 21, 80, 39, 81, 21, 268, 217, 43, 20, 28, 41, 10, 13, 338, 32, 38, 41, 55, 84, 33, 44, 131, 24, 136, 50, 55, 43, 55, 18, 15, 25, 27, 43, 121, 43, 166, 28, 13, 69, 77, 102, 102, 33, 38, 46, 40, 29, 13, 31, 175, 85, 113, 126, 146, 50, 328, 41, 53, 430, 133, 189, 297, 34, 36, 39, 25, 13, 79, 109, 89, 159, 120, 46, 63, 15, 99, 16, 11, 68, 96, 34, 206, 112, 515, 260, 89, 363, 88, 114, 73, 224, 317, 49, 39, 174, 23, 126, 12, 331, 29, 97, 99, 131, 23, 273, 85, 11, 126, 17, 15, 1422, 12, 14, 42, 29, 29, 107, 80, 130, 95, 37, 145, 23, 35, 26, 93, 173, 319, 32, 24, 15, 36, 22, 133, 14, 79, 20, 104, 28, 66, 52, 47, 26, 205, 73, 20, 31, 190, 77, 194, 139, 63, 120, 46, 28, 97, 2793, 15, 37, NA, 17
#> $ debt_all_stgp_eval_mean <dbl> 52786, 34809, 57391, 23490, 33702, 45043, 25746, 23741, 34435, 36208, 35222, 18609, 32751, 53331, 46475, 37774, 39396, 36890, 33280, 27041, 18850, 50917, 33947, 24395, 45105, 25055, 44637, 28459, 24194, 29764, 44983, 32450, 27309, 25364, 35740, 32847, 32289, 40489, 33635, 35518, 31341, 78722, 75797, 94907, 69106, 92329, 77683, 33909, 42056, 28494, 43593, 49884, 18474, 55271, 48004, 43432, 39166, 45746, 38245, 45086, 85488, 40573, 41659, 53791, 53606, 49740, 64014, 33097, 63320, 66197, 33413, 90863, 55190, 41696, 54107, 45864, 52606, 32775, 43079, 47627, 45702, 38925, 43672, 31072, 50394, 30353, 28170, 23286, 32094, 26086, 26219, 33155, 24887, 32145, 32454, 82305, 34523, 73706, 44196, 46170, 31836, 40832, 38774, 33781, 41299, 37229, 61948, 35219, 42288, 35796, 53568, 78441, 32532, 58397, 30191, 48737, 49500, 34506, 42128, 41970, 28529, 37387, 30974, 41615, 45059, 36864, 30022, 67654, 72904, 24888, 27313, 29145, 60313, 23945, 35938, 24516, 36818, 48243, 40165, 37046, 29206, 46580, 33792, 32889, 30407, 32987, 49858, 19189, 31184, 47748, 51612, 37560, 25983, 35058, 40212, 70801, 29099, 43536, 44064, 29802, 35565, 115085, 16352, 29532, 29769, 33538, 45919, 58676, 32370, 54106, 37186, 26607, 27378, 36660, 27910, 37614, 21798, 29759, 21150, 25933, 22667, 43581, 26771, 71324, 18044, 31717, 36016, 40108, 47005, 39826, 40447, 18969, 26622, 37559, 28375, 19449, 37964, 33223, 16158, 33456, 30106, 30300, 22733, 39674, 25646, 16495, 28062, 33261, 42167, 19390, 19161, 31462, 21920, 28040, 23919, 52835, 31409, 86004, 22514, 26949, 28120, 24223, 50206, 43302, 29451, 29447, 42303, 52451, 48683, 71997, 36372, 23299, 22413, 25905, 21519, 25897, 35295, 32001, 54629, 54938, 65071, 25152, 29275, 31584, 39962, 16356, 29783, 35909, 31521, 38243, 27982, 63481, 27333, 32099, 55207, 30851, 42877, 11534, 49477, 34620, 45588, 58395, 44508, 29613, 30226, 53963, 75835, 49492, 34958, 40484, 34826, 40699, 28953, 30867, 37314, 40331, 39848, 40789, 32907, 44973, 41362, 61641, 29747, 29565, 33201, 46539, 44147, 24935, 26959, 55318, 46665, 22669, 25431, 21836, 40450, 36810, 28308, 24687, 28327, 30220, 24508, 20174, 26806, 41010, 30288, 33408, 18760, 36312, 30871, 42197, 18464, 23271, 83004, 48541, 17022, 37627, 46041, 25245, 27993, 35220, 17646, 17483, 41433, 24577, 24658, 33552, 41764, 43370, 21463, 30603, 35516, 32413, 33066, 26841, 29738, 34036, 38519, 26480, 38773, 52577, 39986, 37756, 58003, 37905, 37490, 27611, 27858, 32282, 30592, 27982, 32262, 25228, 33775, 35911, 37825, 31189, 35251, 38878, 45583, 96404, 103940, 41180, 21140, 25494, 35206, 36967, 61366, 68684, 36160, 29684, 24488, 62378, 31142, 32158, 39417, 30826, 30448, 64540, 65931, 108756, 50291, 28032, 57033, 39780, 46166, 35910, 20740, 31115, 33376, 38691, 39279, 31091, 24906, 39714, 50457, 30777, 22549, 26815, 49652, 38874, 72043, 36839, 26327, 43400, 24066, 29088, 30560, 53096, 31770, 34639, 34416, 40033, 37718, 82256, 35172, 29126, 72096, 39131, 34506, 32838, 31445, 47404, 58952, 29195, 28638, 26845, 17049, 17792, 19643, 47648, 30553, 35432, 40630, 37093, 67417, 36609, 36710, 19834, 30131, 27525, 45112, 30257, 37933, 25934, 30825, 29624, 27384, 34061, 54667, 38101, 27889, 45084, 29725, 30993, 34975, 40584, 35144, 27664, 31741, 32434, 36115, 25023, 23724, 41289, 43076, 21864, 27464, 17326, 28483, 38628, 30467, 46301, 70112, 48357, 43448, 41931, 30620, 38096, 31265, 23027, 24826, 29559, 36562, 43186, 32164, 29922, 39198, 44934, 37548, 33003, 30400, 30482, 33840, 27606, 40893, 20648, 39964, 32382, 41948, 31087, 41759, 75053, 36322, 33409, 35952, 40743, 38313, 24394, 22725, 59699, 42594, 21986, 23543, 43508, 35725, 30131, 28761, 26780, 23146, 32884, 18177, 32904, 37679, 28439, 39577, 38175, 23277, 42920, 23958, 32480, 23774, 25994, 29779, 40278, 24717, 31936, 24026, 42679, 27956, 36097, 25231, 46243, 37355, 29851, 31972, 42392, 31782, 32137, 18227, 19862, 40209, 38262, 21266, 61912, 37470, 15825, 51231, 53082, 17257, 30727, 38897, 33687, 36036, 37176, 40793, 38107, 25813, 19386, 42643, 28292, 26507, 25568, 40349, 41495, 37571, 46381, 42706, 32291, 29374, 98533, 33095, 24289, 23171, 31691, 18003, 42279, 34786, 76933, 43771, 33542, 32722, 48179, 33228, 55101, 36602, 30959, 39901, 32213, 34769, 17187, 29524, 27924, 47357, 28833, 46724, 23823, 41805, 41646, 53205, 46077, 17807, 45767, 28066, 33612, 35797, 20011, 38678, 60317, 34468, 34692, 42354, 48268, 93771, 45479, 29541, 39559, 37081, 40758, 42205, 48903, 40953, 56548, 30873, 32321, 28296, 27806, 28736, 34497, 23523, 31949, 39286, 36781, 33436, 48567, 31157, 36686, 34211, 31152, 31396, 24716, 34723, 38253, 28452, 30343, 48169, 39162, 50094, 37850, 38400, 40744, 14716, 18275, 33804, 24491, 33735
#> $ debt_all_stgp_eval_mdn <dbl> 50311, 30624, NA, 20004, 35889, 41000, 27500, NA, 34250, NA, 30750, 15400, NA, 44700, 41000, 29753, 40557, 38677, 33286, NA, 20500, 34760, 29743, NA, 46431, 23917, NA, NA, 23414, 31035, 43700, NA, 27500, 20500, 39656, 30728, 34166, 41000, 38662, 31756, 30750, 81000, 72389, 86864, 52347, 94019, 78548, 32699, 41000, NA, 41000, NA, 20500, 51548, 43380, 40500, 40394, 46750, NA, NA, 91630, 41000, 41000, 53604, 47808, 49626, 49450, 31500, 63550, 59380, 41000, 79041, 51250, 43252, 52152, 39681, 51807, 32518, 42500, 44866, 41000, 39934, 41000, NA, 41000, NA, 20500, NA, 30393, 20500, NA, 34572, NA, 30750, 32500, 85000, NA, 65500, 45001, 41000, 29871, 39801, 34560, 33750, 41000, 32000, 61469, 36958, 38524, NA, 53024, 77865, 30750, 51250, NA, 41000, 54454, 31158, 27142, 39448, 30048, 40678, 28646, 40308, 41000, 41000, 30842, 61500, 79888, 20206, 22000, 29000, 58726, 20833, 32950, 20500, 35398, 45836, 41000, 40529, 23451, NA, 36149, 32825, NA, 30509, 48500, 18178, 31025, 51250, 49500, 34580, 25200, 40100, 35778, 61500, 29015, 41000, NA, 29700, 32046, 106803, NA, 33900, 28500, NA, 42300, 50607, 31626, 50718, 40516, 19485, 20794, 36960, 29303, NA, 24458, 30893, 18516, 26739, NA, 45581, 25028, 50048, 14500, 29964, 40268, 39964, 45641, 46322, 43770, 19706, 23774, 40916, 28930, NA, 31727, 35933, NA, 38525, 30050, NA, 21000, NA, NA, 13098, 25991, 30750, 41000, 18007, NA, 34750, NA, NA, 21054, 51250, 30750, 98616, NA, NA, 20298, 20500, 41000, NA, 20800, NA, 39000, 50339, 46000, 68411, 39210, 20945, 23014, 22926, NA, 24163, 36979, 27502, 46711, 49318, 65000, NA, 27255, 20500, 41000, 17307, 27257, 32926, 30750, 37380, NA, 61500, 26262, 20500, 50646, 27333, 41000, NA, NA, 34689, 34000, 36722, 40007, 32280, 36805, 57796, 51250, 51250, 31596, 37294, 34100, NA, 30519, 27333, 38000, 36500, 37199, 41000, 36083, 41000, 38622, 60249, 34075, 27934, 33885, 43105, 44200, NA, NA, 41000, 47706, 23983, 20500, NA, NA, 31000, 20500, 25800, NA, 32197, NA, NA, NA, 41000, 28700, 32295, 18622, 34687, 27200, 40000, 17916, 20350, 77292, 46812, 16615, 31353, 41000, 26041, 28895, 33933, 17300, NA, 37106, 20500, 25570, NA, 40969, 41000, NA, NA, 40692, 30166, NA, 28072, 28750, 36500, NA, 20500, 40902, 50352, NA, 34750, 53414, NA, 34732, 21558, 27768, 32238, 30550, 27462, 29017, 22801, 34166, NA, 35750, 30500, 34167, 42729, 38500, 69500, 111446, 40977, 18580, 23174, NA, NA, 50451, 59132, NA, 33258, 20500, 65000, 31721, 26720, 35875, 30500, 27417, NA, 57930, 95353, 41000, 27750, 61500, 41000, 45268, 35826, 20500, 30500, 30500, 30290, 33672, 31874, 20500, 40000, 38523, 30750, NA, 22747, 51935, 34029, 70653, NA, 25000, NA, 20602, 24375, 25500, 49805, NA, 34839, 34240, 41000, 40316, 74873, 31486, 30574, 60065, 41000, 40445, 30761, 33698, 41814, 57519, 28910, 30193, 29029, 15780, NA, NA, 39806, 26252, 36659, 43491, 33705, 65000, 30750, 34962, 19092, 28518, 20500, 38605, 28607, NA, 25978, 33077, 32675, 24787, 30216, 47440, 41000, 30833, 41525, 30750, NA, 31333, 34133, 35004, 26584, 34166, 36163, 35500, 25356, 17197, 33069, 40460, 22851, 29473, NA, 31000, 41000, 29542, 37249, 70874, NA, 41000, 44312, NA, 41325, 29202, 23500, NA, 27533, 39220, NA, 30149, NA, NA, 42993, 41000, 36343, 32894, 35500, 35875, 26500, 29035, NA, NA, 33821, NA, 34123, 41000, 41000, 36114, 30000, 30750, 42553, 26500, 21195, 20500, 44750, 39907, 22705, 20500, 41000, 37289, NA, NA, 27735, 20500, 30750, 17490, 33848, 37848, 30871, 40808, 39057, 23756, 41000, 20500, 33322, 20500, 20992, NA, NA, 25414, 36527, 25546, 36614, 25281, 41000, 25525, NA, 29011, 26200, 30394, 38500, 29194, 28959, 12725, 17574, 30069, NA, 20500, 57000, 41000, 15199, 51250, 54678, 15488, 27956, 41000, 32302, 40370, 34724, 41000, 37584, 27582, 17800, 42173, 28577, NA, 21350, 41000, 41000, 30750, 43750, 41000, 34961, NA, 90123, NA, NA, 20359, 29604, 18000, 36453, 29203, 82067, 41200, 34418, 34166, 41000, 24666, 53184, 36979, 30552, 36995, 33245, 41000, 13850, 28000, NA, 41000, 30000, 44417, 20500, 39350, 44879, 47060, 41000, NA, 40899, NA, NA, 34166, NA, NA, 61500, 30750, 34936, 35682, 41000, 85690, 47559, 29892, 34644, 40999, 41208, 41000, 41000, 37500, 55437, 30200, 34167, NA, 22500, 29122, 37649, NA, 25319, 36832, 40940, 35500, 37474, 28840, 32650, 37824, 25823, 32720, 25194, 30731, 36007, 29172, 29917, 43811, 41000, 52120, 39940, 30000, 41470, 13319, NA, 30978, 22866, NA
#> $ debt_all_stgp_eval_mdn10yrpay <dbl> 517, 314, NA, 205, 368, 421, 282, NA, 352, NA, 316, 158, NA, 459, 421, 305, 416, 397, 342, NA, 210, 357, 305, NA, 477, 246, NA, NA, 240, 319, 449, NA, 282, 210, 407, 316, 351, 421, 397, 326, 316, 832, 743, 892, 537, 965, 807, 336, 421, NA, 421, NA, 210, 529, 445, 416, 415, 480, NA, NA, 941, 421, 421, 550, 491, 510, 508, 323, 653, 610, 421, 812, 526, 444, 535, 407, 532, 334, 436, 461, 421, 410, 421, NA, 421, NA, 210, NA, 312, 210, NA, 355, NA, 316, 334, 873, NA, 673, 462, 421, 307, 409, 355, 347, 421, 329, 631, 379, 396, NA, 544, 799, 316, 526, NA, 421, 559, 320, 279, 405, 309, 418, 294, 414, 421, 421, 317, 631, 820, 207, 226, 298, 603, 214, 338, 210, 363, 471, 421, 416, 241, NA, 371, 337, NA, 313, 498, 187, 319, 526, 508, 355, 259, 412, 367, 631, 298, 421, NA, 305, 329, 1097, NA, 348, 293, NA, 434, 520, 325, 521, 416, 200, 214, 379, 301, NA, 251, 317, 190, 275, NA, 468, 257, 514, 149, 308, 413, 410, 469, 476, 449, 202, 244, 420, 297, NA, 326, 369, NA, 396, 309, NA, 216, NA, NA, 134, 267, 316, 421, 185, NA, 357, NA, NA, 216, 526, 316, 1013, NA, NA, 208, 210, 421, NA, 214, NA, 400, 517, 472, 702, 403, 215, 236, 235, NA, 248, 380, 282, 480, 506, 667, NA, 280, 210, 421, 178, 280, 338, 316, 384, NA, 631, 270, 210, 520, 281, 421, NA, NA, 356, 349, 377, 411, 331, 378, 593, 526, 526, 324, 383, 350, NA, 313, 281, 390, 375, 382, 421, 370, 421, 397, 619, 350, 287, 348, 443, 454, NA, NA, 421, 490, 246, 210, NA, NA, 318, 210, 265, NA, 331, NA, NA, NA, 421, 295, 332, 191, 356, 279, 411, 184, 209, 794, 481, 171, 322, 421, 267, 297, 348, 178, NA, 381, 210, 263, NA, 421, 421, NA, NA, 418, 310, NA, 288, 295, 375, NA, 210, 420, 517, NA, 357, 548, NA, 357, 221, 285, 331, 314, 282, 298, 234, 351, NA, 367, 313, 351, 439, 395, 714, 1144, 421, 191, 238, NA, NA, 518, 607, NA, 341, 210, 667, 326, 274, 368, 313, 282, NA, 595, 979, 421, 285, 631, 421, 465, 368, 210, 313, 313, 311, 346, 327, 210, 411, 396, 316, NA, 234, 533, 349, 725, NA, 257, NA, 212, 250, 262, 511, NA, 358, 352, 421, 414, 769, 323, 314, 617, 421, 415, 316, 346, 429, 591, 297, 310, 298, 162, NA, NA, 409, 270, 376, 447, 346, 667, 316, 359, 196, 293, 210, 396, 294, NA, 267, 340, 335, 255, 310, 487, 421, 317, 426, 316, NA, 322, 350, 359, 273, 351, 371, 365, 260, 177, 340, 415, 235, 303, NA, 318, 421, 303, 382, 728, NA, 421, 455, NA, 424, 300, 241, NA, 283, 403, NA, 310, NA, NA, 441, 421, 373, 338, 365, 368, 272, 298, NA, NA, 347, NA, 350, 421, 421, 371, 308, 316, 437, 272, 218, 210, 459, 410, 233, 210, 421, 383, NA, NA, 285, 210, 316, 180, 348, 389, 317, 419, 401, 244, 421, 210, 342, 210, 216, NA, NA, 261, 375, 262, 376, 260, 421, 262, NA, 298, 269, 312, 395, 300, 297, 131, 180, 309, NA, 210, 585, 421, 156, 526, 561, 159, 287, 421, 332, 415, 357, 421, 386, 283, 183, 433, 293, NA, 219, 421, 421, 316, 449, 421, 359, NA, 925, NA, NA, 209, 304, 185, 374, 300, 843, 423, 353, 351, 421, 253, 546, 380, 314, 380, 341, 421, 142, 287, NA, 421, 308, 456, 210, 404, 461, 483, 421, NA, 420, NA, NA, 351, NA, NA, 631, 316, 359, 366, 421, 880, 488, 307, 356, 421, 423, 421, 421, 385, 569, 310, 351, NA, 231, 299, 387, NA, 260, 378, 420, 365, 385, 296, 335, 388, 265, 336, 259, 316, 370, 300, 307, 450, 421, 535, 410, 308, 426, 137, NA, 318, 235, NA
#> $ earn_count_wne_hi_1yr <dbl> 45, 87, NA, 57, 119, 177, 32, 12, 94, 15, 129, 22, 19, 608, 208, 161, 49, 91, 37, NA, 25, 58, 151, 32, 117, 73, 12, NA, 53, 52, 128, 18, 22, 44, 91, 86, 92, 85, 24, 37, 173, 76, 290, 733, 18, 78, 75, 52, 17, NA, 63, 15, 22, 260, 36, 58, 303, 38, NA, 25, 369, 68, 416, 81, 105, 55, 80, 71, 104, 172, 47, 501, 70, 28, 287, 68, 144, 62, 265, NA, 333, 83, 65, 23, 217, NA, 132, 17, 262, 62, 18, 78, 20, 111, 80, 76, 16, 307, 48, 76, 208, 75, 326, 48, 299, 277, 655, 41, 799, 14, 192, 211, 109, 824, 46, 157, 895, 287, 90, 46, 33, 90, 56, 47, 121, 94, 30, 197, 322, 16, 34, 104, 157, 52, 28, 135, 21, 78, 41, 118, 59, 17, 35, 115, 23, 84, 357, 50, 51, 25, 107, 403, 30, 13, 56, 138, 103, 82, 46, 71, 218, 118, 11, 86, 168, 26, 156, 89, 50, 43, 49, 56, 48, 133, 25, 19, 23, 62, 34, 38, 13, 631, 106, 27, 141, 70, 200, 52, 123, 69, 344, 25, 43, 138, 100, 47, 32, 59, 31, 72, 40, 24, 65, NA, NA, 52, 42, 67, 39, 34, 14, 108, 20, 21, 59, 46, 58, 41, 28, 21, 26, 50, 109, 12, 79, 24, 71, 125, 1575, 409, 48, 71, 39, 45, NA, 115, 33, 48, 201, 371, 91, 16, 40, 69, 28, 35, 139, 330, 89, 78, 24, 81, 47, 50, 89, 58, 56, NA, 22, 301, 374, 37, 48, 47, 56, 57, 648, 230, 63, 44, 92, 22, 39, NA, 151, 108, 78, 79, 188, 113, 56, 275, 21, 45, 156, 351, 41, 30, 17, 19, 240, 13, 23, 52, 15, 19, 71, 48, 30, 40, 43, 24, 25, 69, 74, 93, 51, 91, 130, 89, 37, 50, 273, 1521, 138, 41, 349, 63, 117, 80, 17, 24, 69, 109, 26, 16, 1841, 64, 15, 22, 80, 200, 24, 36, 58, 20, 29, 101, 122, 65, 38, 46, 410, 15, 30, 49, 57, 70, 70, 66, 155, 39, 18, 18, 103, 36, 100, 93, 108, 723, 474, 136, 66, 44, 17, 14, 274, 54, 26, 35, 81, 102, 32, 61, 225, 41, 34, NA, 43, 980, 22, 42, 28, 12, 88, 44, 87, 60, 65, 100, 93, 85, 102, 183, 60, 13, 32, 112, 55, 71, 163, 11, NA, 31, 58, 62, 117, 24, 20, 58, 39, 36, 19, 678, 93, 49, 28, 171, 39, 17, 100, 88, 340, 46, 52, 57, 22, 38, 25, 77, 158, 106, 36, 75, 127, 127, 222, 63, 84, 61, 62, 91, 33, 77, 46, 31, 24, 50, 267, 362, 17, 47, 49, 19, 77, 119, 113, 59, 77, 163, 48, 35, 67, 24, 82, 37, 30, 27, 21, 83, 29, 35, 149, 18, 84, 48, 28, 105, 81, 20, 14, 94, 58, 16, 40, 37, 25, 208, 44, 57, 51, 61, 36, 58, 75, 40, 24, NA, 21, 37, 405, 313, 153, 43, 30, 101, 61, 111, 28, 254, 221, 87, 55, 29, 69, 25, 18, 310, 82, 72, 71, 42, 101, 16, 37, 117, NA, 186, 72, 64, 39, 96, 23, 17, 24, 54, 39, 148, 60, 124, 35, 20, 118, 103, 116, 154, 33, 45, 72, 48, 71, NA, 28, 157, 66, 130, 139, 171, 45, 463, 68, 85, 215, 157, 255, 361, 25, 61, 41, 29, 18, 102, 122, 79, 229, 120, 53, 103, 17, 117, NA, 19, 112, 122, 92, 289, 175, 649, 323, 107, 378, 140, 122, 99, 251, 491, 39, NA, 259, 25, 172, NA, 311, 37, 120, 109, 107, 12, 247, 49, NA, 175, 16, 42, 1725, 20, 29, 37, 41, 23, 97, 112, 172, 125, 34, 192, 20, 43, 37, 151, 228, 475, 31, 29, 16, 29, 28, 187, 23, 81, 28, 144, 36, 130, 69, 68, 79, 269, 83, 38, 23, 154, 50, 174, 163, 78, 196, 59, 36, 97, 2462, 37, 50, 47, 29
#> $ earn_mdn_hi_1yr <dbl> 40737, 67202, NA, 68499, 81031, 107636, 45529, 53358, 66686, 65053, 60240, 58673, 82882, 98670, 97211, 63377, 67101, 127000, 59986, NA, 57318, 54948, 71255, 55286, 62756, 63005, 79450, NA, 68499, 66573, 73378, 82440, 61814, 63749, 84161, 76460, 78719, 74063, 101406, 95739, 74576, 108244, 103705, 150453, 55338, 109763, 78134, 63005, 71575, NA, 114223, 122038, 55512, 75573, 62260, 71435, 65310, 77401, NA, 67420, 99335, 64493, 74641, 79284, 92410, 76460, 98403, 98213, 133919, 109763, 74200, 128506, 69897, 37208, 89790, 67660, 81391, 59124, 94851, NA, 71575, 65984, 54109, 74576, 115897, NA, 91211, 52524, 69218, 76930, 60320, 63997, 69338, 92885, 58866, 89130, 48823, 112701, 63600, 54531, 45665, 50606, 75957, 53608, 67660, 76325, 69119, 61814, 89535, 81812, 41193, 76041, 69967, 56329, 58221, 66062, 56796, 69032, 50606, 65131, 51106, 60485, 55964, 40402, 58173, 52107, 54035, 130046, 127602, 57318, 64990, 73635, 105167, 41937, 53108, 60920, 64493, 75623, 64990, 76773, 62579, 90412, 71486, 67273, 72796, 58221, 101406, 53984, 73041, 76460, 81807, 72685, 70176, 91744, 61218, 84653, 60452, 68219, 71351, 62012, 93555, 160423, 63005, 53244, 54442, 74200, 60275, 52789, 74307, 62012, 57318, 70176, 66325, 69338, 48198, 97071, 54435, 74576, 61516, 69338, 43798, 66941, 63855, 68666, 64865, 79473, 97959, 71575, 82440, 72719, 69146, 63005, 55286, 58221, 82238, 67660, 66045, 54192, 46478, 65131, 55713, 69338, 71015, NA, NA, 50856, 47260, 52420, 60878, 60839, 53358, 60399, 54635, 78343, 50856, 44942, 52107, 104749, 55036, 74576, 60771, 50231, 79473, 70456, 73769, 69338, 105083, 93646, 74230, 108154, 56234, 65089, 55964, 41789, NA, 64940, 55108, 102409, 115060, 111713, 73949, 63005, 63005, 70112, 77401, 75921, 83270, 109492, 77401, 62632, 79450, 76083, 47260, 63005, 72902, 72605, 122038, NA, 52107, 66631, 62674, 64990, 61888, 109095, 65486, 91078, 140364, 100951, 97071, 71854, 90146, 55338, 57995, NA, 80004, 77297, 74576, 82882, 78971, 74262, 57318, 115006, 67362, 81333, 75352, 107198, 77715, 53629, 52107, 38289, 47025, 41007, 46478, 70009, 31670, 63005, 79598, 49136, 52941, 53472, 53608, 55964, 49621, 54585, 57318, 54739, 48901, 61888, 68666, 81491, 55964, 71392, 112939, 65476, 54621, 61516, 75405, 74576, 80082, 83768, 44170, 71575, 93816, 79884, 58673, 62012, 68321, 60771, 69338, 70456, 87309, 76729, 70009, 60298, 77087, 64196, 59124, 67660, 89613, 84653, 100690, 90264, 112363, 57318, 114225, 56931, 82440, 68666, 71854, 54296, 64196, 52941, 69338, 55964, 68047, 34420, 62756, 68422, 52492, 166356, 155273, 101494, 54534, 55211, 51273, 67660, 108092, 105863, 47260, 61020, 56276, 61651, 71015, 84653, 61859, 66449, 56641, NA, 54109, 150006, 63005, 59648, 109763, 57318, 66049, 55078, 54470, 54769, 66293, 58402, 63898, 71575, 68499, 76208, 60185, 52107, 56776, 59288, 72325, 75706, 93768, 48041, NA, 57318, 54109, 56931, 63275, 76460, 50856, 56234, 50856, 53775, 53358, 135907, 82440, 66728, 53775, 86997, 61814, 52107, 61859, 87309, 81491, 89968, 68079, 61516, 41349, 73949, 63005, 73231, 73500, 89841, 81997, 80234, 81836, 79284, 67918, 64150, 65238, 64493, 75518, 60623, 48823, 56641, 99960, 43426, 59350, 61303, 98720, 89083, 52107, 70596, 72762, 63005, 68079, 68708, 83848, 80166, 57860, 55456, 57770, 69338, 72274, 81333, 106421, 61177, 54035, 57995, 61516, 76460, 55964, 63005, 82808, 57318, 91539, 67995, 58221, 82756, 66287, 55964, 54713, 55964, 63997, 63005, 65332, 63749, 94408, 65238, 53045, 62579, 48432, 62012, 84653, 61020, 82756, 79284, 120549, NA, 47846, 59045, 95618, 179111, 57149, 61516, 50606, 91502, 55964, 67660, 54869, 110109, 108265, 75204, 87815, 59485, 55693, 66821, 78971, 51690, 65734, 82440, 61681, 58943, 63749, 51273, 57318, 72983, NA, 102902, 49883, 57017, 61064, 77144, 50856, 54713, 52941, 75330, 57995, 58402, 52107, 49527, 44021, 52107, 75282, 64493, 76460, 102743, 57318, 53984, 63997, 60523, 72860, NA, 55286, 100087, 69897, 68858, 62546, 73486, 48041, 75097, 71575, 82756, 66772, 70680, 99069, 62528, 53358, 46254, 58673, 61020, 60433, 86036, 58221, 64493, 128149, 74200, 65486, 73852, 72482, 111769, NA, 56415, 68548, 64150, 59576, 105083, 73164, 137496, 95317, 63005, 73787, 108532, 75204, 59350, 84653, 67524, 63005, NA, 121825, 64493, 83704, NA, 100554, 81491, 83915, 79284, 79150, 58673, 69165, 56234, NA, 102902, 67660, 105465, 60729, 69338, 74200, 87604, 63005, 62260, 121046, 93467, 173400, 81886, 46478, 85243, 57318, 64990, 57318, 91211, 98551, 135440, 62012, 63997, 35416, 62409, 61218, 69338, 66915, 73399, 73949, 65524, 63005, 100738, 57318, 84653, 83388, 64295, 79541, 77715, 73949, 35351, 32806, 37208, 96288, 54509, 71575, 72274, 51607, 77297, 71819, 71015, 83388, 63997, 65657
#> $ earn_count_wne_hi_2yr <dbl> 37, 74, NA, NA, 95, 131, 11, NA, 72, 12, 109, 16, 13, 552, 148, 172, 34, 54, 31, NA, 13, 50, 73, 27, 121, 32, NA, NA, 52, 62, 91, 19, 25, 33, 85, 72, 53, 58, 21, 36, 182, 108, 159, 654, 14, 70, 82, 37, NA, 14, 50, NA, NA, 272, 21, 35, 222, 48, NA, 13, 376, 24, 258, 37, 116, 49, 90, 35, 105, 134, 46, 638, 95, 12, 266, 69, 165, 43, 161, 32, 278, 80, 28, 22, 174, NA, 105, NA, 164, 41, 16, 52, NA, 35, 37, 73, 13, 370, 46, 99, 136, NA, 166, 36, 216, 247, 681, 34, 717, NA, 217, 185, 94, 590, 76, 128, 717, 223, 67, 54, 29, 30, 59, 34, 46, 66, 23, 170, 293, 16, NA, 87, 130, 51, 23, 83, 27, 81, 22, 100, 37, 14, 21, 78, 18, 76, 316, 34, 46, 29, 88, 150, 28, NA, 150, 94, 80, 66, 35, 90, 192, 116, NA, 55, 88, 23, 136, 79, 30, 43, 64, 43, 29, 131, 15, NA, NA, 42, 19, 20, NA, 504, 88, 22, 86, 42, 193, 40, 104, 30, 358, 15, 39, 82, 45, 44, 14, 38, 21, 41, 33, 13, 34, NA, NA, 18, 16, 48, 33, 16, 15, 120, 25, 19, 42, 52, 53, 53, 13, NA, 16, 55, 31, NA, 43, 21, 61, 133, 1384, 287, 47, 67, 26, 30, 23, 93, 34, 51, 189, 313, 52, 16, NA, 62, 31, 35, 68, 218, 69, 54, 14, 82, 17, 21, 71, 43, 43, 21, 16, 251, 246, 37, 30, 33, 59, 45, 626, 128, 54, 19, 70, 18, 27, NA, 134, 109, 58, 64, 142, 95, 52, 89, NA, 32, 144, 297, 31, 30, NA, NA, 220, 16, 21, NA, 14, 18, 47, 24, 17, 34, 42, 16, 31, 40, 44, 73, 41, 19, 104, 89, 19, 59, 122, 1114, 99, 47, 205, 54, 124, 79, 15, 12, 71, 93, 15, 17, 1017, 38, 15, 18, 104, 173, NA, 21, 36, 25, 20, 94, 53, 56, 29, 35, 201, NA, 28, 35, 56, 42, 46, 59, 108, NA, NA, 12, 62, 22, 73, 66, 76, 665, 466, 117, 19, 43, 13, NA, 249, 46, 22, 22, 63, 104, 19, 52, 143, 26, 35, NA, 51, 942, 17, 26, 24, NA, 50, 35, 72, 22, 49, 84, 81, 38, 73, 99, 47, 16, 23, 46, 37, 46, 45, NA, NA, 28, 43, 63, 110, 30, 19, 39, 19, 40, 14, 315, 70, 44, 20, 74, 23, 11, 54, 37, 289, 33, 58, 29, 13, 18, 21, 46, 115, 96, 56, 48, 116, 60, 250, 53, 52, 40, 60, 67, 35, 82, 31, 33, NA, 35, 224, 305, NA, 37, 26, 14, 58, 56, 78, 45, 23, 75, 48, 27, 27, 37, 57, 16, 13, 19, NA, 94, NA, 30, 99, NA, 82, 38, 19, 100, 72, NA, NA, 57, 21, 25, 45, 37, 25, 129, 21, 51, 17, 33, 38, 50, 43, 40, 17, NA, 14, 19, 376, 270, 176, 35, NA, 113, 46, 81, 28, 167, 89, 59, 37, 16, 59, 11, 13, 220, 63, NA, 75, 37, 74, 21, 13, 99, NA, 154, 46, 59, 28, 58, 14, 15, 19, 61, 25, 103, 23, 31, 18, 12, 118, 64, 84, 159, 18, 36, 46, 48, 50, NA, NA, 106, 43, 25, 129, 186, 31, 355, 35, 78, 38, 151, 265, 314, 21, 66, 29, 18, 15, 84, 82, 53, 194, 103, 21, 94, NA, 113, NA, 14, 87, 118, 130, 272, 165, 591, 210, 78, 185, 125, 90, 89, 170, 446, 37, NA, 199, 22, 100, NA, 113, 38, 112, 45, 111, NA, 201, 26, NA, 138, 32, 39, 1359, NA, 28, 27, 20, 16, 68, 116, 310, 91, 21, 178, 21, 23, 33, 140, 149, 476, 34, 16, NA, 19, 37, 193, 20, 81, 15, 143, 11, 128, 48, 63, 43, 226, 49, 32, 17, 158, 51, 137, 88, 51, 156, 46, 21, 93, 1704, 39, 35, 14, 23
#> $ earn_mdn_hi_2yr <dbl> 43798, 70176, NA, NA, 80004, 114892, 50856, NA, 66461, 52107, 58549, 58221, 81333, 98650, 92743, 65042, 54739, 106421, 57318, NA, 48432, 67101, 74105, 58402, 59425, 73075, NA, NA, 71015, 73949, 72214, 85357, 50856, 69338, 90049, 80779, 79838, 67660, 106421, 88907, 73739, 116258, 90983, 143744, 60320, 101406, 80459, 62012, NA, 63005, 88861, NA, NA, 69657, 47260, 67660, 65238, 78074, NA, 76460, 92733, 69338, 79037, 68499, 89672, 80124, 96866, 87973, 128588, 108331, 83768, 131090, 63997, 47260, 89184, 71015, 80503, 66541, 80301, 54661, 66897, 57318, 60161, 87604, 106249, NA, 90348, NA, 70044, 73949, 52941, 64706, NA, 86424, 54697, 99458, 41193, 114046, 61303, 51482, 46790, NA, 75047, 52107, 59688, 75787, 67685, 61020, 88546, NA, 39653, 83022, 65557, 58605, 60689, 62806, 56918, 66566, 53358, 62260, 45696, 59253, 49854, 38289, 60173, 53894, 51106, 134287, 127034, 52941, NA, 65486, 111283, 41342, 55964, 62343, 56415, 78719, 49683, 74786, 61516, 84653, 64493, 65238, 84653, 59576, 100096, 54386, 84653, 73635, 80189, 71661, 72884, NA, 60071, 87470, 59942, 63600, 62260, 58303, 91587, 189565, NA, 48432, 57770, 68778, 61350, 55840, 69338, 71957, 54809, 56931, 63166, 65238, 52107, NA, NA, 62260, 61020, 63005, NA, 66326, 64706, 63005, 57589, 70680, 96991, 68666, 78657, 63005, 67473, 67660, 55286, 57995, 73299, 57318, 56641, 61218, 48432, 69338, 60523, 71015, 57318, NA, NA, 49787, 48432, 61144, 36560, 84653, 61814, 63692, 56641, 67101, 51106, 49344, 46869, 87973, 58673, NA, 58673, 49883, 75204, NA, 78719, 74576, 106421, 92188, 72006, 106102, 51750, 68331, 53537, 52107, 52107, 64572, 63005, 89968, 115060, 106688, 72214, 61177, NA, 64328, 82882, 75518, 71854, 99741, 74200, 61516, 78971, 71778, 46478, 68666, 83388, 71015, 119061, 53775, 69338, 65180, 63318, 81111, 66077, 103746, 64493, 89968, 140166, 98481, 90856, 73635, 89412, 57318, 60771, NA, 90079, 73801, 72602, 80858, 75795, 65238, 65131, 112319, NA, 75204, 72469, 101300, 66915, 55964, NA, NA, 46673, 55964, 46087, NA, 33993, 59722, 88527, 53358, 50465, 59969, 55286, 56563, 47650, 54035, 52107, 53358, 51197, 52265, 70176, 88904, 70456, 58402, 112270, 64473, 50856, 58673, 71495, 73949, 87068, 91017, 55512, 50558, 90856, 82440, 64990, 66171, 69218, 60771, 59417, 55286, 79755, 74953, NA, 73446, 65486, 63749, 73635, 62211, 88971, 85918, 97604, 79473, 109327, NA, 125611, 57318, 71015, 65238, 62409, 54192, 59688, NA, NA, 49644, 70296, 33993, 65387, 71575, 54622, 170426, 145332, 101518, 52107, 56157, 47260, NA, 113850, 108092, 70456, 58673, 56776, 60623, 81498, 88506, 64196, 68499, 52941, NA, 59788, 145543, 96539, 61516, 90637, NA, 67101, 59124, 54401, 58673, 81997, 54686, 63430, 74576, 68443, 68499, 50563, 46478, 51607, 56716, 69897, 76460, 77966, NA, NA, 58557, 49084, 54810, 64493, 71854, 67660, 54748, 48849, 49214, 55964, 127836, 84653, 64121, 44384, 74200, 65486, 49683, 57318, 86867, 76836, 84653, 55286, 60230, 57318, 76460, 58673, 81111, 73035, 86129, 79688, 83177, 85860, 79284, 65610, 63005, 61814, 58402, 73635, 52733, 55964, 61814, 98403, 61516, NA, 62260, 108577, 90283, NA, 71575, 72899, 60161, 65089, 69338, 84284, 64706, 66077, 58092, 67324, 67660, 69338, 76083, 95473, 46087, 63328, 69338, NA, 75518, NA, 63997, 86621, NA, 86867, 72510, 44971, 79284, 60878, NA, NA, 48139, 60623, 58221, 72796, 66104, 82440, 65486, 58402, 54154, 45383, 58402, 86867, 59726, 84100, 73425, 96183, NA, 67164, 61516, 94864, 175674, 57735, 58221, NA, 82440, 51169, 65066, 59124, 102409, 109095, 67660, 91211, 59169, 52733, 64990, 57318, 50677, 65198, NA, 61888, 61020, 59425, 42682, 48432, 74262, NA, 95102, 48198, 54724, 60771, 68778, 46087, 116083, 50465, 76460, 69338, 63005, 43798, 53810, 39369, 33987, 73446, 67101, 76041, 99251, 43240, 54463, 62579, 68219, 70456, NA, NA, 96457, 65131, 57318, 67324, 77966, 62012, 68688, 80022, 78343, 64990, 67324, 92563, 59253, 60771, 45696, 67660, 64990, 59124, 77401, 55625, 54109, 127993, 65486, 63005, 68858, NA, 120363, NA, 52941, 68965, 60013, 57526, 115761, 76460, 131707, 94674, 52420, 68858, 97663, 74786, 52941, 75706, 65131, 53984, NA, 119642, 52107, 71015, NA, 98213, 76878, 80521, 73635, 79912, NA, 68499, 45500, NA, 105585, 63749, 91744, 57714, NA, 78896, 74157, 58673, 76460, 113246, 93467, 155263, 74200, 53358, 82685, 77715, 61064, 58221, 86424, 100915, 127652, 63005, 57995, NA, 63005, 63005, 66461, 65797, 72462, 94408, 60689, 88198, 98506, 61218, 85206, 80292, 65267, 77087, 73949, 63997, 32678, 33993, 37208, 88342, 43519, 78029, 74576, 56415, 79389, 70169, 66821, 64990, 53358, 66821
#> $ tuit_grad_res <dbl> 8130, 7588, 11700, 9834, 10470, 9072, 9540, 9936, 5598, 18530, 7146, 8436, 11700, 10810, 11372, 8956, 7680, 7379, 4626, 4932, 4594, 15678, 13152, 5022, 16224, 11430, 17500, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 11220, 11220, 11220, 11220, 11220, 26896, 8150, 16722, 14940, 17550, 17532, 6738, 13320, 12888, 10452, 11232, 15696, 16713, 44068, 31300, 10980, 20100, 6738, 25470, 6738, 23310, 6738, 27594, 36657, 6738, 41592, 34680, 4410, 6714, 9983, 10836, 12567, 9628, 45288, 11250, 20720, 14940, 6496, 13726, 16632, 12060, 15660, 17730, 20745, 12822, 6497, 6497, 30960, 8190, 28422, 17100, 28800, 13410, 17820, 13050, 6916, 16296, 8019, 5467, 22338, 8912, 16725, 10770, 13320, 21964, 34200, 8570, 18373, 10755, 18996, 9630, 8350, 14076, 16768, 12269, 10584, 7088, 3402, 11736, 5512, 5706, 39800, 13452, 3330, 5187, 6636, 8492, 8910, 4374, 3996, 18600, 15288, 17190, 6232, 6789, 6460, 8851, 10800, 15300, 14328, 18960, 6936, 29730, 7368, 13263, 17168, 7466, 29784, 14310, 18594, 9662, 10962, 15372, 12906, 11858, 50424, 6408, 14845, 24750, 12780, 18996, 17993, 13302, 15100, 10524, 6312, 7767, 11663, 6750, 11460, 7872, 35492, 8497, 7128, 6648, 13000, 16403, 11070, 11700, 8474, 8856, 6996, 16020, 17964, 9990, 5922, 3398, 10068, 9480, 9306, 9670, 12000, 6218, 10764, 10085, 8250, 5173, 10950, 11904, 5670, 6552, 11400, 9132, 6593, 5703, 7234, 5686, 6490, 6540, 5336, 5511, 49030, 7524, 8460, 6840, 24468, 13140, 7182, 7092, 8100, 50410, 15840, 8244, 11718, 7074, 12167, 6858, 14106, 10530, 11610, 22420, 33800, 27216, 49176, 48507, 1675, 13736, 42800, 14793, 3186, 14304, 13524, 16863, 22633, 2520, 20556, 29640, 14994, 32333, 24120, 25344, 2700, 25128, 12232, 12942, 27666, 15120, 13712, 12720, 19116, 21466, 16764, 11300, 9959, 16338, 12869, 10710, 6927, 14746, 13312, 12778, 9630, 8550, 8532, 7185, 16240, 8820, 7373, 8100, 24386, 14076, 6885, 6720, 5269, 10080, 6298, 7141, 7644, 6858, 10206, 7780, 7549, 8400, 7575, 6683, 8496, 7200, 12654, 15672, 9405, 4551, 8025, 15030, 19350, 6307, 4644, 48950, 12690, 8400, 4135, 9810, 3600, 4649, 7134, 14038, 3600, 4968, 4752, 16000, 13560, 18810, 9108, 9810, 16720, 15660, 21564, 18000, 15102, 12960, 10196, 13156, 24156, 10464, 19008, 14545, 22239, 16536, 19476, 33328, 10686, 12024, 10998, 3934, 4418, 7780, 4088, 14376, 3026, 37623, 32517, 14310, 29286, 26460, 43552, 29500, 10130, 10130, 10130, 16380, 15624, 32160, 22320, 19116, 27087, 13536, 28272, 17505, 14040, 15156, 19170, 13500, 13230, 42610, 39936, 21870, 10350, 28680, 13482, 41804, 12240, 13194, 14382, 16182, 15930, 15888, 10870, 10870, 10870, 10870, 10870, 10870, 10870, 10870, 10870, 34632, 16200, 17483, 19800, 4744, 11326, 4656, 12654, 3371, 7722, 9900, 13770, 4545, 9643, 4252, 5117, 4647, 8088, 4448, 3639, 11520, 11194, 37520, 9450, 4348, 12100, 6865, 7185, 5570, 7731, 5713, 12697, 7632, 11250, 42576, 12790, 9565, 16020, 14400, 16008, 11090, 11349, 10200, 10260, 12890, 8964, 10825, 10620, 11560, 9510, 12600, 13166, 18636, 18936, 11970, 13474, 10908, 8492, 9270, 20772, 6043, 3899, 5033, 13734, 4886, 4464, 5316, 22230, 10762, 15504, 15000, 12150, 14391, 30421, 13248, 17496, 14292, 19560, 13140, 11592, 11520, 11592, 16261, 16254, 11592, 7824, 32184, 22212, 16200, 17370, 11934, 11772, 13248, 11592, 23020, 43320, 25560, 10106, 9300, 12060, 19964, 32286, 15858, 12240, 25000, 11352, 12672, 11592, 11592, 15786, 17917, 15840, 11592, 24800, 22368, 13260, 26832, 11826, 8880, 11796, 9180, 7542, 3750, 15075, 70, 8826, 7650, 12398, 13320, 14312, 6840, 7516, 8300, 20160, 8580, 22600, 5700, 18576, 7992, 9024, 11376, 18956, 8820, 7974, 8100, 11044, 8502, 8380, 9200, 6426, 6870, 19890, 3783, 28494, 12240, 3568, 15408, 30200, 3619, 3630, 16481, 7074, 6602, 5798, 7956, 15930, 6048, 3350, 20115, 14940, 3849, 5450, 15390, 4362, 35712, 25092, 20934, 5139, 15570, 40896, 10350, 4896, 6167, 3672, 3228, 5784, 7141, 11300, 12418, 4497, 4896, 26640, 5186, 1600, 5400, 4522, 10620, 4402, 6680, 7280, 5323, 7192, 6473, 7677, 13412, 14436, 17073, 15096, 9000, 12726, 13715, 10628, 10776, 9648, 8051, 8820, 6588, 16920, 8736, 20304, 12467, 10976, 15026, 13914, 10953, 16457, 18202, 25381, 13800, 19353, 11224, 15207, 9582, 11952, 5770, 9000, 10176, 12015, 10539, 10170, 16164, 10305, 4860, 19350, 7936, 7640, 7640, 10387, 7640, 7640, 4338, 2652, 2652, 2652, 9208, 10692, 11160, 6738, 11880, 6738, 6500, 6974, 6738, 9000, 5144
#> $ fee_grad_res <dbl> 1236, 0, 1390, 508, 0, 1624, 840, 640, 1226, 610, 802, 1385, 410, 696, 1011, 451, 1604, 971, 1292, 1026, 1287, 500, 0, 918, 220, 710, 150, 3603, 1385, 1256, 1138, 1595, 1568, 951, 841, 1088, 1092, 988, 911, 1115, 1428, 2017, 1844, 1463, 2118, 1865, 370, 0, 300, 40, 85, 500, 1737, 180, 930, 135, 0, 80, 619, 380, 120, 0, 172, 1612, 354, 1012, 50, 1946, 0, 0, 1916, 713, 400, 2488, 1738, 0, 1774, 840, 2088, 303, 0, 184, 2510, 4460, 2270, 80, 510, 200, 720, 0, 828, 4722, 4801, 792, 50, 690, 526, 45, 0, 0, 100, 1956, 1294, 1857, 1190, 250, 2185, 200, 1967, 0, 1200, 1016, 1797, 802, 400, 0, 0, 2078, 0, 0, 450, 80, 1974, 1602, 400, 1454, 1850, 3180, 2200, 1376, 2022, 2092, 2270, 0, 2116, 1962, 0, 880, 130, 2208, 1713, 2070, 120, 0, 260, 360, 330, 2769, 250, 1900, 3080, 720, 1504, 500, 100, 848, 0, 390, 0, 0, 1981, 440, 1389, 100, 0, 100, 313, 327, 375, 450, 4059, 1642, 3558, 0, 200, 960, 0, 588, 500, 200, 595, 0, 930, 428, 0, 1075, 1501, 0, 280, 0, 240, 1884, 657, 0, 958, 406, 862, 0, 1514, 0, 0, 110, 905, 0, 300, 300, 150, 0, 2755, 2483, 1872, 1064, 2166, 2172, 1829, 3996, 3939, 1980, 1142, 0, 830, 682, 1508, 1924, 2448, 210, 1800, 60, 270, 1538, 1404, 0, 1512, 60, 0, 40, 0, 580, 90, 710, 88, 8563, 0, 30, 0, 2556, 375, 2089, 355, 280, 4671, 162, 195, 405, 52, 0, 60, 2664, 690, 0, 790, 0, 1235, 0, 766, 150, 328, 0, 722, 432, 0, 350, 310, 290, 1757, 923, 0, 0, 0, 0, 669, 1495, 0, 883, 0, 214, 360, 777, 684, 1277, 0, 120, 120, 100, 20, 600, 0, 110, 300, 1095, 701, 126, 396, 324, 660, 0, 2342, 0, 490, 546, 1101, 910, 330, 0, 100, 1758, 525, 1203, 1441, 1676, 0, 1131, 532, 535, 1175, 175, 0, 630, 50, 400, 198, 870, 910, 968, 2718, 1944, 3316, 700, 1676, 2806, 3131, 450, 2097, 60, 1186, 3214, 0, 1386, 2083, 1598, 1526, 853, 0, 1624, 1335, 970, 724, 650, 790, 2002, 85, 308, 432, 430, 470, 860, 491, 970, 490, 111, 290, 1904, 540, 0, 620, 950, 160, 0, 276, 2432, 100, 350, 1000, 300, 274, 50, 0, 814, 351, 180, 340, 1824, 2051, 2477, 1696, 711, 1284, 1063, 515, 480, 1242, 1000, 550, 200, 2977, 549, 2632, 0, 2162, 50, 0, 105, 2902, 1963, 3026, 2636, 2477, 2484, 2595, 2285, 0, 536, 490, 0, 2844, 720, 1375, 1458, 962, 1405, 0, 0, 1765, 0, 34, 1678, 114, 50, 685, 0, 0, 918, 420, 0, 638, 0, 500, 450, 865, 0, 0, 1555, 176, 300, 100, 0, 12, 410, 1905, 2668, 751, 673, 2702, 2070, 3283, 306, 1110, 490, 1434, 0, 180, 1651, 1852, 213, 1317, 0, 1710, 0, 263, 2573, 90, 3916, 130, 468, 5096, 138, 840, 0, 230, 550, 0, 450, 274, 2923, 570, 1030, 0, 1314, 1415, 0, 948, 3318, 990, 0, 550, 50, 600, 3384, 3771, 890, 100, 0, 2399, 300, 1728, 0, 0, 0, 0, 1566, 100, 700, 40, 0, 12914, 856, 0, 400, 120, 300, 0, 1042, 1473, 730, 200, 260, 0, 0, 1379, 0, 70, 30, 1643, 1260, 1776, 1790, 1394, 1040, 1171, 0, 20, 0, 2612, 3006, 350, 2732, 800, 0, 1440, 2146, 2485, 1360, 1166, 1192, 982, 1575, 1958, 2367, 0, 1450, 2029, 1733, 816, 2782, 540, 150, 324, 2184, 680, 5664, 960, 1531, 1801, 2437, 2141, 3120, 1678, 0, 0, 1126, 1480, 48, 1915, 5118, 2125, 2364, 1180, 1947, 0, 756, 954, 630, 1054, 912, 182, 0, 2176, 1916, 5258, 500, 60, 3096, 35, 1104, 379, 92, 3030, 180, 2744, 1190, 2065, 2167, 2654, 0, 841, 424, 200, 100, 0, 765, 1529, 1059, 921, 0, 1734, 0, 700, 0, 0, 120, 0, 0, 0, 0, 0, 1271, 1122, 1402, 1066, 1396, 1335, 900, 900, 900, 794, 300, 300, 1911, 500, 907, 290, 1987, 1075, 0, 1690
#> $ tuit_grad_nres <dbl> 16260, 17294, 11700, 21830, 26950, 27216, 9540, 20592, 11196, 18530, 14292, 17233, 11700, 23480, 31124, 17781, 17400, 18842, 9252, 9864, 9188, 15678, 13152, 7452, 16224, 11430, 17500, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 26322, 26322, 26322, 26322, 26322, 26896, 8150, 16722, 14940, 17550, 17532, 15666, 13320, 12888, 10452, 11232, 15696, 16713, 44068, 31300, 10980, 20100, 15666, 25470, 15666, 23310, 15666, 27594, 36657, 15666, 41592, 34680, 10332, 22374, 20153, 28656, 12567, 23604, 45288, 11250, 20720, 14940, 18102, 34762, 16632, 12060, 15660, 17730, 20745, 12822, 18102, 18102, 30960, 8190, 28422, 17100, 28800, 13410, 17820, 13050, 25759, 16296, 22108, 16695, 22338, 21393, 16725, 27335, 13320, 21964, 34200, 19585, 18373, 10755, 18996, 9630, 19048, 14076, 16768, 12269, 10584, 22166, 13590, 11736, 13507, 11952, 39800, 27872, 13248, 18486, 26518, 24090, 8910, 15750, 15498, 18600, 36768, 17190, 20682, 20870, 21268, 8851, 10800, 15300, 14328, 18960, 16656, 29730, 14736, 22217, 17168, 15038, 29784, 14310, 18594, 9662, 10962, 15372, 12906, 20426, 50424, 12816, 14845, 24750, 12780, 18996, 17993, 13302, 15100, 26310, 11156, 11651, 11663, 6750, 11460, 7872, 35492, 16691, 13986, 15661, 13000, 16403, 11070, 11700, 21786, 26460, 6996, 16020, 17964, 9990, 18414, 9676, 10068, 22176, 9306, 21828, 12000, 16302, 10764, 10085, 16786, 12704, 10950, 11904, 5670, 6552, 16320, 9132, 19478, 16778, 20673, 16617, 18590, 19017, 5336, 19239, 49030, 24498, 8460, 18468, 24468, 19062, 12384, 9108, 8100, 50410, 15840, 11862, 25272, 13860, 12167, 12060, 14106, 10530, 11610, 22420, 33800, 27216, 49176, 48507, 1675, 13736, 42800, 14793, 3186, 25853, 29644, 32913, 22633, 4140, 20556, 29640, 27068, 32333, 24120, 25344, 2700, 25128, 18216, 12942, 27666, 27840, 13712, 12720, 19116, 43346, 32940, 19998, 14922, 24648, 24517, 10710, 6927, 31939, 28195, 12778, 9630, 8550, 8532, 14370, 25120, 8820, 11201, 8100, 24386, 14076, 6885, 10120, 5269, 10080, 6298, 7141, 21912, 6858, 10206, 20900, 16419, 8400, 7575, 13366, 8496, 7200, 12654, 15672, 9405, 9103, 8025, 15030, 19350, 11767, 9324, 48950, 12690, 8400, 18742, 9810, 7200, 12987, 20412, 14038, 7200, 18878, 18662, 16000, 13560, 18810, 10494, 9810, 16720, 15660, 21564, 18000, 15102, 12960, 17966, 17831, 24156, 15837, 28092, 14545, 22239, 28128, 19476, 33328, 16449, 12024, 17856, 9880, 7552, 22643, 14254, 14376, 8730, 37623, 32517, 14310, 29286, 26460, 43552, 29500, 18720, 18720, 18720, 16380, 15624, 32160, 22320, 19116, 27087, 13536, 28272, 17505, 14040, 15156, 19170, 13500, 13230, 42610, 39936, 21870, 10350, 28680, 13482, 41804, 12240, 13194, 14382, 16182, 15930, 15888, 22210, 22210, 22210, 22210, 22210, 22210, 22210, 22210, 22210, 34632, 16200, 17483, 19800, 17913, 11326, 17547, 12654, 14219, 7722, 9900, 13770, 16950, 26854, 17423, 18566, 17347, 22610, 16667, 13896, 11520, 11194, 37520, 9450, 14755, 12100, 6865, 19184, 14873, 13237, 5713, 12697, 13284, 11250, 42576, 24532, 16297, 16020, 14400, 16008, 19362, 11349, 10200, 10260, 29604, 8964, 10825, 10620, 32008, 17502, 12600, 23502, 18636, 18936, 11970, 22890, 10908, 12992, 9270, 20772, 15010, 8813, 19801, 13734, 18989, 10674, 11652, 22230, 13354, 15504, 15000, 21799, 24759, 30421, 20736, 17496, 17892, 19560, 13140, 17400, 11520, 17400, 16261, 16254, 17400, 7824, 32184, 22212, 16200, 17370, 11934, 11772, 13248, 17400, 23020, 43320, 25560, 17636, 9300, 12060, 34266, 32286, 15858, 12240, 25000, 11352, 12672, 17400, 17400, 21636, 17917, 15840, 17400, 24800, 22368, 13260, 26832, 11826, 8880, 24206, 9180, 7542, 3750, 15075, 70, 18424, 7650, 27008, 24144, 27570, 6840, 14449, 22280, 20160, 8580, 22600, 5700, 18576, 22248, 9024, 11376, 18956, 17604, 22086, 24218, 29232, 14262, 20020, 23720, 6426, 6870, 19890, 11128, 28494, 12240, 10912, 15408, 30200, 11564, 10974, 16481, 15696, 13046, 13142, 17100, 15930, 13392, 10694, 20115, 14940, 5019, 12794, 15390, 12390, 35712, 25092, 20934, 12483, 15570, 40896, 10350, 12240, 14327, 11015, 10572, 15953, 15638, 21518, 24150, 12326, 12294, 26640, 20785, 8244, 12744, 11867, 10620, 5081, 6680, 22861, 18632, 17718, 22848, 16161, 13412, 14436, 17073, 38160, 24686, 12726, 13715, 29306, 10776, 26688, 8051, 8820, 15462, 16920, 25548, 20304, 25095, 22479, 25168, 13914, 25438, 16457, 18202, 25381, 13800, 19353, 24656, 27255, 19866, 11952, 14114, 23238, 10176, 12015, 10539, 10170, 16164, 10305, 4860, 19350, 7936, 16771, 16771, 23424, 16771, 16771, 12978, 2652, 2652, 2652, 28010, 10692, 11160, 15666, 11880, 15666, 6500, 28170, 15666, 9000, 17544
#> $ fee_grad_nres <dbl> 1236, 0, 1390, 508, 0, 1624, 840, 640, 1226, 610, 802, 1727, 410, 696, 1011, 513, 1604, 971, 1292, 1026, 1287, 500, 0, 918, 220, 710, 150, 3603, 1385, 1256, 1138, 1595, 1568, 951, 841, 1088, 1092, 988, 911, 1115, 1428, 2017, 1844, 1463, 2118, 1865, 370, 0, 300, 40, 85, 500, 1737, 180, 930, 135, 0, 80, 619, 380, 120, 0, 172, 1612, 354, 1012, 50, 1946, 0, 0, 1916, 713, 400, 2488, 1738, 0, 1774, 840, 2088, 303, 0, 184, 2510, 5654, 2270, 80, 510, 200, 720, 0, 828, 5917, 5996, 792, 50, 690, 526, 45, 0, 0, 100, 2898, 1294, 2561, 1751, 250, 2809, 200, 2795, 0, 1200, 1016, 2348, 802, 400, 0, 0, 2078, 0, 0, 450, 80, 2728, 1602, 400, 1454, 1850, 3180, 2200, 1376, 2022, 2092, 2270, 0, 2116, 1962, 0, 880, 130, 2208, 1713, 2070, 120, 0, 260, 360, 330, 2769, 250, 1900, 3080, 720, 1504, 500, 100, 848, 0, 390, 0, 0, 1981, 440, 1389, 100, 0, 100, 313, 327, 375, 450, 4059, 1782, 3558, 0, 200, 960, 0, 588, 500, 200, 595, 0, 930, 428, 0, 1075, 1501, 0, 280, 0, 240, 1884, 657, 0, 958, 406, 862, 0, 1514, 0, 0, 110, 905, 0, 300, 300, 150, 0, 19690, 2483, 1872, 1064, 2166, 2172, 1829, 13996, 3939, 1980, 1142, 0, 830, 682, 1508, 1924, 2448, 210, 1800, 60, 270, 1538, 1404, 0, 1512, 60, 0, 40, 0, 580, 90, 710, 88, 8563, 0, 30, 0, 2556, 375, 2089, 355, 280, 4671, 162, 195, 405, 52, 0, 60, 2664, 690, 0, 790, 0, 1235, 0, 766, 150, 328, 0, 722, 432, 0, 350, 310, 290, 1757, 923, 0, 0, 0, 0, 669, 1495, 0, 883, 0, 214, 360, 777, 684, 1277, 0, 120, 10473, 100, 20, 600, 0, 110, 300, 1095, 701, 126, 396, 324, 660, 0, 2342, 0, 490, 546, 1101, 910, 330, 0, 100, 1812, 525, 1203, 1441, 1676, 0, 1131, 532, 535, 1175, 175, 0, 630, 50, 400, 198, 870, 910, 968, 2718, 1944, 3316, 700, 1676, 2806, 3131, 450, 2097, 60, 1186, 3214, 0, 1386, 2083, 1598, 1526, 853, 0, 1624, 1335, 970, 724, 650, 790, 2002, 85, 308, 432, 430, 470, 860, 491, 970, 490, 111, 290, 1904, 540, 0, 620, 950, 160, 0, 276, 2432, 100, 350, 1000, 300, 274, 50, 0, 814, 351, 180, 340, 1824, 2051, 2477, 1696, 711, 1284, 1063, 515, 480, 1242, 1000, 550, 200, 2977, 549, 2632, 0, 2162, 50, 0, 105, 2902, 1963, 3026, 2636, 2477, 2484, 2595, 2285, 0, 536, 490, 0, 2844, 720, 1375, 1458, 962, 1405, 0, 0, 1765, 0, 34, 1678, 114, 50, 685, 0, 0, 918, 420, 0, 638, 0, 500, 450, 865, 0, 0, 1555, 176, 300, 100, 0, 12, 410, 1905, 2668, 751, 673, 2702, 2070, 3283, 306, 1110, 490, 1434, 0, 180, 1651, 1852, 213, 1317, 0, 1710, 0, 263, 2861, 90, 5119, 130, 468, 6875, 138, 840, 0, 230, 550, 0, 450, 274, 3825, 570, 1030, 0, 1452, 1415, 0, 948, 3318, 990, 0, 550, 50, 600, 3672, 4930, 890, 100, 0, 2615, 300, 1728, 0, 0, 0, 0, 1566, 100, 700, 40, 0, 32888, 856, 0, 400, 120, 300, 0, 1042, 1473, 730, 200, 260, 0, 0, 1379, 0, 70, 30, 1643, 1260, 1776, 2020, 1394, 1040, 1171, 0, 20, 0, 2612, 3006, 350, 3161, 800, 0, 1440, 2146, 2485, 1360, 1166, 1192, 982, 1575, 1958, 2796, 0, 1450, 2029, 1733, 816, 2782, 540, 150, 324, 2184, 680, 5664, 960, 1531, 1801, 2437, 2141, 3120, 1678, 0, 0, 1126, 1480, 48, 1915, 5666, 2125, 2364, 1180, 1947, 0, 756, 954, 630, 1054, 912, 182, 0, 2176, 1916, 5814, 500, 60, 3096, 35, 1608, 379, 92, 3030, 180, 3312, 1190, 2669, 2792, 3336, 0, 841, 424, 200, 100, 0, 765, 1529, 1059, 921, 0, 1946, 0, 700, 0, 0, 120, 0, 0, 0, 0, 0, 1271, 1122, 1402, 1066, 1396, 1335, 900, 900, 900, 794, 300, 300, 1911, 500, 907, 290, 3046, 1075, 0, 1690
#> $ books_supplies <dbl> 1600, 1200, 1500, 1688, 1200, 1200, 1800, 1020, 1500, 1000, 1129, 1400, 1220, 1103, 800, 1000, 1715, 1046, 1137, 1410, 1200, 1200, 800, 1600, 1792, 1790, 1791, 1848, 1898, 1500, 1791, 1650, 1792, 1764, 1792, 1898, 1500, 1898, 1898, 1600, 1792, 1601, 1766, 1636, 1716, 1541, 1500, 1700, 1790, 1854, 1920, 1792, 1660, 1791, 1791, 1900, 1592, 1844, 1791, 1791, 1500, 1790, 1775, 1818, 1800, 1900, 1600, 1899, 1791, 1107, 1790, 1200, 1800, 1800, 1800, 1800, 1800, 1000, 1200, 1200, 1800, 1000, 1500, 1300, 850, 1150, 972, 1000, 800, 1200, 1000, 1400, 1300, 800, 1800, 800, 1600, 1275, 1040, 1500, 800, 1152, 1400, 1138, 1320, 1200, 1590, 1244, 1210, 1320, 2000, 930, 1200, 1500, 1030, 1250, 1720, 1200, 850, 1200, 1600, 1500, 1200, 1298, 1300, 1222, 1270, 1224, 800, 1400, 1500, 1200, 1006, 1400, 1200, 1500, 1600, 952, 1200, 1200, 1000, 1214, 1200, 1000, 1200, 1200, 1104, 150, 1000, 900, 1400, 1510, 942, 1500, 1500, 1200, 1000, 1350, 1200, 1000, 1400, 1620, 2400, 1000, 1500, 1200, 1200, 1200, 800, 1200, 1100, 840, 900, 1200, 1200, 1000, 1000, 1250, 1140, 1170, 1204, 1380, 1200, 1200, 950, 995, 950, 1280, 1200, 1560, 1200, 1000, 1080, 1500, 1080, 986, 856, 1490, 1000, 2547, 1000, 1000, 1000, 792, 1100, 1200, 1200, 1000, 1160, 1500, 1220, 1220, 1220, 1220, 1220, 1240, 1220, 1200, 1000, 1200, 1200, 800, 1600, 2200, 1400, 1200, 1220, 1250, 0, 1200, 2500, 1300, 1300, 1200, 1000, 1000, 1100, 1260, 1250, 1000, 1000, 800, 1500, 800, 1150, 1000, 1200, 1000, 800, 1000, 1200, 1280, 1000, 1200, 1200, 1240, 1000, 1368, 1100, 1000, 904, 880, 1000, 1200, 1000, 1453, 1048, 1076, 1300, 1000, 764, 1350, 1000, 800, 1196, 948, 1200, 1186, 2000, 480, 1500, 1000, 600, 1200, 1300, 1000, 1000, 1200, 1200, 1556, 1200, 1000, 2300, 1200, 1400, 1100, 1200, 1200, 3300, 1040, 1000, 1200, 1000, 1000, 1200, 1200, 400, 1800, 1485, 1200, 502, 1100, 980, 1000, 1200, 1400, 1350, 1600, 1080, 1012, 1040, 1120, 1298, 1300, 1200, 1000, 1200, 1337, 1400, 2100, 1200, 1230, 1300, 1350, 1600, 1200, 1384, 1234, 1300, 2600, 1569, 1500, 1350, 1000, 1200, 1597, 1698, 1600, 950, 1100, 1080, 1298, 1200, 1466, 1020, 1300, 1000, 1416, 1000, 1400, 910, 1364, 1364, 1364, 1200, 1500, 1012, 1000, 1500, 1300, 1300, 2000, 1200, 1000, 1524, 1470, 1200, 1185, 1589, 1070, 1104, 1000, 800, 1100, 1050, 1200, 800, 1200, 1000, 1100, 615, 1200, 1000, 1196, 900, 1037, 1600, 800, 1528, 1500, 1440, 778, 1400, 822, 700, 1600, 1280, 900, 400, 1300, 1160, 1200, 1400, 1442, 1200, 956, 1500, 1082, 1104, 1505, 1500, 1200, 1400, 1400, 2151, 1222, 1100, 1000, 800, 1000, 912, 1582, 1010, 1550, 1200, 1500, 800, 1000, 1240, 1000, 1200, 1100, 1320, 1200, 1216, 1400, 1200, 1100, 1234, 1030, 2000, 1150, 1216, 1200, 1104, 1248, 1000, 1100, 900, 1200, 1600, 1260, 1260, 1500, 714, 1000, 1218, 1200, 1425, 950, 900, 1551, 1122, 1050, 2090, 864, 999, 1144, 1500, 1200, 1200, 1000, 1020, 1000, 1000, 1000, 1700, 1400, 1200, 1066, 900, 1200, 1080, 1100, 1000, 1100, 1000, 1597, 1000, 1488, 1840, 1280, 1200, 1500, 2000, 1300, 1200, 1200, 1550, 1000, 1100, 1500, 1200, 1300, 1500, 1200, 1300, 1500, 940, 1200, 1400, 2000, 1400, 1060, 1159, 1308, 2200, 1023, 1160, 1000, 950, 1200, 1550, 1400, 1600, 1000, 1400, 1500, 1090, 1420, 1200, 1400, 1415, 1540, 1400, 1598, 1400, 2300, 2300, 1471, 1250, 1250, 1200, 1444, 1274, 868, 1260, 1200, 1400, 1400, 1000, 1064, 1210, 1200, 1300, 1200, 1000, 1456, 1550, 1300, 1350, 1000, 1200, 1300, 800, 1050, 1094, 1000, 1300, 800, 1298, 1192, 820, 1200, 1344, 1054, 1206, 662, 1200, 1216, 1292, 1050, 1000, 1524, 1200, 1050, 1650, 1000, 812, 1600, 810, 976, 1232, 1200, 1000, 1000, 1500, 1200, 1350, 1000, 1000, 1200, 1100, 990, 1771, 1000, 1200, 1000, 1000, 1500, 1210, 2804, 1294, 1000, 900, 1092, 1000, 825, 1000, 1500, 960, 825, 906, 840, 1000, 900, 625, 700, 1078, 1600, 800, 950, 800, 1008, 1000, 400, 1000, 800, 500, 370, 1200, 1700, 1700, 1700, 1220, 1400, 1800, 1764, 1600, 1339, 200, 1200, 1898, 1046, 2000
#> $ roomboard_off <dbl> 8830, 11682, 9600, 9603, 13050, 12898, 8000, 8980, 7284, 9850, 5815, 12080, 15060, 9216, 11300, 9262, 9406, 10332, 8910, 12634, 7054, 6756, 2500, 6915, 12494, 12370, 12492, 12507, 13780, 10900, 13770, 12588, 11360, 12888, 12492, 13882, 13884, 12910, 13882, 11358, 12492, 8606, 9814, 10667, 9008, 10131, 12268, 12400, 4968, 13293, 13200, 13500, 12638, 12492, 12492, 12298, 11104, 12916, 12492, 12492, 14330, 12492, 12492, 12050, 12492, 13882, 13990, 13882, 12492, 12240, 13882, 14348, 12492, 9693, 11205, 10400, 11788, 8910, 9693, 12021, 9694, 12265, 8520, 10503, 12436, 13860, 11986, 11468, 13850, 10462, 10750, 9698, 11884, 12068, 6000, 15698, 13040, 12500, 11440, 11400, 11608, 9764, 10826, 9636, 11364, 13610, 11837, 10680, 9910, 16740, 8544, 16490, 9934, 19125, 8776, 11530, 11680, 9700, 13997, 12326, 3500, 6500, 9354, 10622, 9684, 11750, 9030, 13486, 13640, 7672, 13150, 9800, 8032, 8540, 9258, 6849, 12478, 13030, 17362, 8974, 8280, 8354, 8350, 3858, 10010, 5850, 13387, 9546, 5500, 10868, 10882, 10260, 8082, 8000, 7000, 11500, 7500, 15300, 8565, 8980, 10776, 15489, 6588, 12660, 6111, 7750, 8600, 16699, 7200, 7206, 10186, 9211, 9580, 6000, 4000, 12947, 8000, 6812, 9920, 9696, 7170, 7010, 7400, 8900, 9060, 8356, 8588, 5440, 9470, 8120, 7970, 8392, 7710, 7590, 9610, 11169, 7662, 10881, 7025, 5955, 6296, 10252, 10575, 11820, 3600, 6750, 8400, 7713, 15772, 6516, 9074, 9073, 9074, 9073, 9072, 9714, 9073, 13844, 10164, 7200, 9980, 6500, 14200, 13114, 6000, 11240, 10255, 7870, 15430, 13966, 11876, 7500, 11352, 4630, 6012, 11660, 3500, 15130, 10200, 14870, 11330, 12200, 8000, 8450, 8881, 6380, 5150, 11897, 9200, 15050, 10310, 14500, 11890, 10000, 14882, 9730, 13410, 5400, 10464, 7346, 6324, 9514, 7400, 7780, 8810, 10107, 10872, 9784, 8064, 8706, 6252, 9185, 10040, 9270, 9134, 9561, 17358, 6600, 8500, 9894, 9610, 9377, 4120, 8230, 7700, 8700, 9010, 7686, 8460, 9356, 9000, 7374, 6100, 10002, 7394, 9812, 9418, 10000, 5900, 9488, 8350, 6290, 5104, 7998, 9000, 6521, 8558, 6400, 10125, 10640, 8508, 8288, 15596, 9516, 2050, 8826, 10350, 7164, 8648, 9774, 8354, 7110, 9190, 10558, 12200, 11700, 9514, 9708, 9990, 13500, 10894, 10575, 13000, 9882, 9475, 12446, 10973, 8967, 10964, 10300, 10849, 9600, 17934, 7500, 14350, 11942, 5670, 10800, 7496, 9108, 9472, 8944, 12800, 8224, 9720, 12196, 8000, 9892, 9600, 17010, 13900, 13713, 13713, 13713, 11570, 10000, 11924, 17315, 14400, 10230, 12970, 25000, 15010, 13250, 8096, 9436, 9900, 13380, 13000, 17578, 15558, 9300, 18312, 7222, 12500, 7000, 11463, 12356, 6500, 11740, 12450, 9750, 8090, 11241, 12900, 12982, 12000, 13390, 11600, 11948, 15217, 12865, 10036, 13260, 8380, 10760, 9241, 11495, 8070, 5400, 11600, 6244, 7153, 12218, 9823, 8744, 9636, 10635, 8624, 8208, 10700, 7300, 13404, 7000, 10100, 7292, 8264, 7856, 8136, 12342, 5500, 8882, 7446, 11000, 14298, 12102, 12000, 12680, 5795, 11250, 10720, 6176, 7760, 6300, 12454, 4150, 9000, 6360, 11706, 12268, 10200, 7514, 11508, 6450, 8538, 11376, 11730, 8990, 8136, 5400, 9772, 6378, 8840, 9814, 10280, 5544, 5112, 11338, 8930, 10528, 8650, 11874, 9807, 11822, 12200, 7556, 9699, 8998, 5100, 8912, 10000, 10524, 10784, 11042, 11146, 13328, 14367, 11760, 7200, 11990, 4000, 12000, 10062, 12044, 7500, 7100, 12690, 9268, 10000, 12858, 11230, 14536, 3150, 12880, 11000, 9400, 9212, 9504, 8080, 12336, 13093, 7090, 12860, 8190, 8618, 10460, 9000, 6700, 13650, 9586, 10450, 9990, 9050, 5905, 10897, 9144, 9892, 10540, 7928, 7464, 8630, 8008, 9711, 11330, 7508, 8700, 7690, 9980, 7952, 5090, 7880, 5000, 9153, 8246, 9100, 10238, 7996, 6610, 8750, 8500, 9400, 9310, 8216, 10576, 7204, 9114, 10692, 8500, 9532, 7780, 8973, 9704, 8720, 7996, 11067, 10794, 7550, 6910, 10332, 7590, 8012, 7960, 7872, 7355, 13750, 11112, 10090, 8720, 4000, 8700, 13694, 8868, 7260, 9710, 7466, 10368, 8410, 10070, 10190, 9496, 9970, 12000, 9558, 12974, 9081, 6885, 11000, 8582, 7448, 7500, 7880, 5960, 9936, 8000, 7904, 10576, 12920, 10000, 11382, 7965, 8000, 12186, 11700, 9334, 8046, 10120, 11118, 13430, 10864, 9990, 8720, 11280, 10726, 9648, 10941, 11158, 7800, 10330, 9100, 11499, 11356, 14625, 10524, 9585, 8426, 8340, 7850, 6517, 6718, 10280, 8370, 5664, 3750, 12160, 8510, 7538, 7600, 10030, 7350, 7600, 10320, 8000, 8000, 8000, 9460, 8936, 11104, 12826, 11448, 15450, 6000, 9672, 13882, 17654, 13128
#> $ oth_expense_off <dbl> 3090, 4886, 1600, 3578, 4116, 5664, 4700, 3180, 2800, 5498, 5227, 4250, 4160, 4708, 5200, 5070, 5213, 4104, 5202, 4766, 5471, 2414, 2850, 6939, 4158, 4158, 4258, 2646, 2924, 2516, 2658, 2716, 2478, 2870, 2658, 2924, 2706, 2934, 2924, 2182, 2658, 5665, 5383, 5140, 5317, 5621, 4100, 4340, 4286, 4239, 4610, 4292, 2444, 4258, 4536, 5382, 3696, 4914, 4245, 4158, 2500, 4158, 4156, 3296, 4158, 2966, 3800, 2925, 4158, 3170, 2924, 1880, 4158, 2763, 5193, 4600, 2294, 1600, 1360, 2634, 3272, 6776, 10208, 3671, 2650, 1730, 2806, 2760, 2500, 3150, 2644, 3972, 2920, 1500, 1800, 921, 5500, 1900, 2660, 7700, 5783, 4970, 4458, 6313, 5718, 3000, 5354, 1626, 3750, 3524, 7272, 3062, 3834, 8010, 5678, 6170, 2552, 4100, 8448, 3000, 2400, 3630, 2100, 3860, 4500, 2500, 4460, 2416, 3260, 6044, 5303, 5654, 3952, 2890, 4994, 6195, 2245, 2899, 2220, 4030, 5921, 3840, 3440, 3520, 2240, 1700, 2364, 2067, 4000, 7000, 3628, 4230, 5538, 2000, 2504, 1600, 3250, 5940, 6261, 2100, 2584, 2532, 6489, 1000, 4479, 3900, 7700, 1450, 4120, 3106, 2941, 2768, 3570, 2800, 1600, 2550, 3200, 6512, 3082, 2308, 3798, 2692, 3000, 1620, 3790, 2430, 3420, 6434, 5924, 2872, 4880, 3470, 3836, 4422, 3070, 3190, 3860, 3122, 4252, 1906, 6341, 3581, 4769, 5432, 6150, 5500, 6700, 3307, 5420, 4635, 3918, 3919, 3992, 3919, 3916, 3971, 3919, 1060, 2200, 2700, 3000, 2600, 4150, 1600, 3706, 3100, 1044, 1670, 5850, 3932, 4045, 2300, 2700, 3290, 2000, 1800, 2400, 1200, 1700, 1950, 1500, 2800, 2700, 1050, 2422, 2200, 1922, 1400, 2956, 1800, 3402, 2550, 2000, 2072, 3075, 3300, 1200, 3200, 4400, 938, 3452, 5448, 2578, 6614, 2890, 4248, 2454, 2368, 3364, 3910, 4464, 3246, 1556, 1756, 5754, 2366, 2500, 4864, 2000, 1200, 8186, 2200, 4000, 2700, 2390, 2746, 2350, 3156, 3060, 6712, 2600, 4200, 5100, 4660, 4400, 4060, 5184, 3570, 6085, 2984, 2400, 3200, 4152, 6338, 4300, 3409, 2575, 3246, 4216, 3448, 4482, 4034, 3408, 8104, 3200, 3757, 2700, 4824, 3630, 3870, 3262, 2772, 5682, 4500, 3100, 2250, 8206, 2245, 5722, 3800, 4121, 2856, 1780, 6600, 3681, 4500, 3550, 3926, 5576, 5400, 6282, 2030, 3013, 2900, 1050, 3983, 375, 5400, 4498, 3912, 5154, 3764, 2650, 5080, 7208, 1950, 1500, 2446, 3096, 4860, 1850, 5302, 5302, 5302, 3000, 3650, 2748, 3096, 1850, 3660, 1400, 2500, 2000, 2425, 3348, 9804, 2100, 1100, 2010, 2000, 4452, 5990, 2920, 3450, 976, 3275, 1400, 2460, 4000, 1400, 2062, 2086, 2632, 3505, 5336, 3332, 2800, 1600, 2284, 3600, 1665, 4666, 2808, 2313, 3286, 4000, 3644, 2600, 2426, 2600, 2850, 2460, 4220, 3404, 3496, 2536, 4667, 2442, 4604, 3296, 2000, 3472, 2400, 2774, 2516, 2490, 3500, 3422, 3400, 3152, 3728, 5122, 4790, 4948, 1900, 5666, 3470, 1750, 1230, 3000, 3582, 3530, 2730, 3700, 2014, 4500, 1800, 5194, 2870, 2706, 1500, 5358, 1200, 4550, 2532, 2784, 2000, 3635, 3890, 2000, 8546, 5496, 4650, 4260, 5433, 3760, 6210, 4524, 2955, 2120, 2520, 2550, 2349, 1680, 3700, 1774, 3252, 2210, 3600, 3140, 1700, 4350, 2082, 3500, 3596, 1800, 4278, 2200, 1125, 2510, 1150, 4750, 1328, 2288, 1000, 2500, 1065, 5783, 1700, 2470, 4788, 2060, 2100, 1518, 6000, 1868, 3000, 3258, 3604, 5934, 2300, 1410, 2520, 2358, 3000, 2500, 3200, 2409, 1600, 3785, 2300, 3770, 3600, 2100, 3977, 3502, 4314, 4111, 4184, 3000, 3935, 5441, 4538, 4750, 3204, 2716, 6440, 3250, 5700, 6606, 5150, 6130, 4512, 4162, 3600, 5666, 5518, 3420, 6000, 3649, 8010, 3350, 3480, 4430, 3140, 3241, 4968, 3200, 2037, 3938, 5534, 6900, 6918, 4178, 5508, 3416, 4300, 2572, 3136, 3030, 1830, 4376, 3300, 2556, 2050, 2460, 4762, 3796, 3000, 2600, 4764, 3454, 3910, 4118, 4768, 5820, 4512, 4310, 4180, 4292, 4044, 4700, 4666, 4866, 4420, 3708, 4256, 4854, 4500, 4800, 3770, 3434, 3678, 5052, 4410, 2174, 2700, 2302, 2025, 3300, 1800, 4908, 4500, 4150, 6274, 770, 2892, 3734, 2975, 2600, 2980, 3120, 2754, 2000, 3180, 3330, 3960, 2703, 3000, 4170, 3542, 3561, 3495, 3180, 3400, 2620, 4065, 5332, 4790, 2800, 3310, 4896, 3520, 4840, 2500, 3150, 2700, 3306, 3300, 4830, 3040, 4800, 4800, 4800, 1780, 2236, 3816, 2668, 4401, 2925, 1000, 3400, 2924, 3282, 1800
#> $ tuitfee_grad_res <dbl> 9366, 7588, 13090, 10342, 10470, 10696, 10380, 10576, 6824, 19140, 7948, 9821, 12110, 11506, 12383, 9407, 9284, 8350, 5918, 5958, 5881, 16178, 13152, 5940, 16444, 12140, 17650, 10341, 8123, 7994, 7876, 8333, 8306, 7689, 7579, 7826, 7830, 7726, 7649, 7853, 8166, 13237, 13064, 12683, 13338, 13085, 27266, 8150, 17022, 14980, 17635, 18032, 8475, 13500, 13818, 10587, 11232, 15776, 17332, 44448, 31420, 10980, 20272, 8350, 25824, 7750, 23360, 8684, 27594, 36657, 8654, 42305, 35080, 6898, 8452, 9983, 12610, 13407, 11716, 45591, 11250, 20904, 17450, 10956, 15996, 16712, 12570, 15860, 18450, 20745, 13650, 11219, 11298, 31752, 8240, 29112, 17626, 28845, 13410, 17820, 13150, 8872, 17590, 9876, 6657, 22588, 11097, 16925, 12737, 13320, 23164, 35216, 10367, 19175, 11155, 18996, 9630, 10428, 14076, 16768, 12719, 10664, 9062, 5004, 12136, 6966, 7556, 42980, 15652, 4706, 7209, 8728, 10762, 8910, 6490, 5958, 18600, 16168, 17320, 8440, 8502, 8530, 8971, 10800, 15560, 14688, 19290, 9705, 29980, 9268, 16343, 17888, 8970, 30284, 14410, 19442, 9662, 11352, 15372, 12906, 13839, 50864, 7797, 14945, 24750, 12880, 19309, 18320, 13677, 15550, 14583, 7954, 11325, 11663, 6950, 12420, 7872, 36080, 8997, 7328, 7243, 13000, 17333, 11498, 11700, 9549, 10357, 6996, 16300, 17964, 10230, 7806, 4055, 10068, 10438, 9712, 10532, 12000, 7732, 10764, 10085, 8360, 6078, 10950, 12204, 5970, 6702, 11400, 11887, 9076, 7575, 8298, 7852, 8662, 8369, 9332, 9450, 51010, 8666, 8460, 7670, 25150, 14648, 9106, 9540, 8310, 52210, 15900, 8514, 13256, 8478, 12167, 8370, 14166, 10530, 11650, 22420, 34380, 27306, 49886, 48595, 10238, 13736, 42830, 14793, 5742, 14679, 15613, 17218, 22913, 7191, 20718, 29835, 15399, 32385, 24120, 25404, 5364, 25818, 12232, 13732, 27666, 16355, 13712, 13486, 19266, 21794, 16764, 12022, 10391, 16338, 13219, 11020, 7217, 16503, 14235, 12778, 9630, 8550, 8532, 7854, 17735, 8820, 8256, 8100, 24600, 14436, 7662, 7404, 6546, 10080, 6418, 7261, 7744, 6878, 10806, 7780, 7659, 8700, 8670, 7384, 8622, 7596, 12978, 16332, 9405, 6893, 8025, 15520, 19896, 7408, 5554, 49280, 12690, 8500, 5893, 10335, 4803, 6090, 8810, 14038, 4731, 5500, 5287, 17175, 13735, 18810, 9738, 9860, 17120, 15858, 22434, 18910, 16070, 15678, 12140, 16472, 24856, 12140, 21814, 17676, 22689, 18633, 19536, 34514, 13900, 12024, 12384, 6017, 6016, 9306, 4941, 14376, 4650, 38958, 33487, 15034, 29936, 27250, 45554, 29585, 10438, 10562, 10560, 16850, 16484, 32651, 23290, 19606, 27198, 13826, 30176, 18045, 14040, 15776, 20120, 13660, 13230, 42886, 42368, 21970, 10700, 29680, 13782, 42078, 12290, 13194, 15196, 16533, 16110, 16228, 12694, 12921, 13347, 12566, 11581, 12154, 11933, 11385, 11350, 35874, 17200, 18033, 20000, 7721, 11875, 7288, 12654, 5533, 7772, 9900, 13875, 7447, 11606, 7278, 7753, 7124, 10572, 7043, 5924, 11520, 11730, 38010, 9450, 7192, 12820, 8240, 8643, 6532, 9136, 5713, 12697, 9397, 11250, 42610, 14468, 9679, 16070, 15085, 16008, 11090, 12267, 10620, 10260, 13528, 8964, 11325, 11070, 12425, 9510, 12600, 14721, 18812, 19236, 12070, 13474, 10920, 8902, 11175, 23440, 6794, 4572, 7735, 15804, 8169, 4770, 6426, 22720, 12196, 15504, 15180, 13801, 16243, 30634, 14565, 17496, 16002, 19560, 13403, 14165, 11610, 15508, 16391, 16722, 16688, 7962, 33024, 22212, 16430, 17920, 11934, 12222, 13522, 14515, 23590, 44350, 25560, 11420, 10715, 12060, 20912, 35604, 16848, 12240, 25550, 11402, 13272, 14976, 15363, 16676, 18017, 15840, 13991, 25100, 24096, 13260, 26832, 11826, 8880, 13362, 9280, 8242, 3790, 15075, 12984, 9682, 7650, 12798, 13440, 14612, 6840, 8558, 9773, 20890, 8780, 22860, 5700, 18576, 9371, 9024, 11446, 18986, 10463, 9234, 9876, 12834, 9896, 9420, 10371, 6426, 6890, 19890, 6395, 31500, 12590, 6300, 16208, 30200, 5059, 5776, 18966, 8434, 7768, 6990, 8938, 17505, 8006, 5717, 20115, 16390, 5878, 7183, 16206, 7144, 36252, 25242, 21258, 7323, 16250, 46560, 11310, 6427, 7968, 6109, 5369, 8904, 8819, 11300, 12418, 5623, 6376, 26688, 7101, 6718, 7525, 6886, 11800, 6349, 6680, 8036, 6277, 7822, 7527, 8589, 13594, 14436, 19249, 17012, 14258, 13226, 13775, 13724, 10811, 10752, 8430, 8912, 9618, 17100, 11480, 21494, 14532, 13143, 17680, 13914, 11794, 16881, 18402, 25481, 13800, 20118, 12753, 16266, 10503, 11952, 7504, 9000, 10876, 12015, 10539, 10290, 16164, 10305, 4860, 19350, 7936, 8911, 8762, 11789, 8706, 9036, 5673, 3552, 3552, 3552, 10002, 10992, 11460, 8649, 12380, 7645, 6790, 8961, 7813, 9000, 6834
#> $ tuitfee_grad_nres <dbl> 17496, 17294, 13090, 22338, 26950, 28840, 10380, 21232, 12422, 19140, 15094, 18960, 12110, 24176, 32135, 18294, 19004, 19813, 10544, 10890, 10475, 16178, 13152, 8370, 16444, 12140, 17650, 19269, 17051, 16922, 16804, 17261, 17234, 16617, 16507, 16754, 16758, 16654, 16577, 16781, 17094, 28339, 28166, 27785, 28440, 28187, 27266, 8150, 17022, 14980, 17635, 18032, 17403, 13500, 13818, 10587, 11232, 15776, 17332, 44448, 31420, 10980, 20272, 17278, 25824, 16678, 23360, 17612, 27594, 36657, 17582, 42305, 35080, 12820, 24112, 20153, 30430, 13407, 25692, 45591, 11250, 20904, 17450, 23756, 37032, 16712, 12570, 15860, 18450, 20745, 13650, 24019, 24098, 31752, 8240, 29112, 17626, 28845, 13410, 17820, 13150, 28657, 17590, 24669, 18446, 22588, 24202, 16925, 30130, 13320, 23164, 35216, 21933, 19175, 11155, 18996, 9630, 21126, 14076, 16768, 12719, 10664, 24894, 15192, 12136, 14961, 13802, 42980, 30072, 14624, 20508, 28610, 26360, 8910, 17866, 17460, 18600, 37648, 17320, 22890, 22583, 23338, 8971, 10800, 15560, 14688, 19290, 19425, 29980, 16636, 25297, 17888, 16542, 30284, 14410, 19442, 9662, 11352, 15372, 12906, 22407, 50864, 14205, 14945, 24750, 12880, 19309, 18320, 13677, 15550, 30369, 12938, 15209, 11663, 6950, 12420, 7872, 36080, 17191, 14186, 16256, 13000, 17333, 11498, 11700, 22861, 27961, 6996, 16300, 17964, 10230, 20298, 10333, 10068, 23134, 9712, 22690, 12000, 17816, 10764, 10085, 16896, 13609, 10950, 12204, 5970, 6702, 16320, 28822, 21961, 18650, 21737, 18783, 20762, 20846, 19332, 23178, 51010, 25640, 8460, 19298, 25150, 20570, 14308, 11556, 8310, 52210, 15900, 12132, 26810, 15264, 12167, 13572, 14166, 10530, 11650, 22420, 34380, 27306, 49886, 48595, 10238, 13736, 42830, 14793, 5742, 26228, 31733, 33268, 22913, 8811, 20718, 29835, 27473, 32385, 24120, 25404, 5364, 25818, 18216, 13732, 27666, 29075, 13712, 13486, 19266, 43674, 32940, 20720, 15354, 24648, 24867, 11020, 7217, 33696, 29118, 12778, 9630, 8550, 8532, 15039, 26615, 8820, 12084, 8100, 24600, 14436, 7662, 10804, 6546, 10080, 6418, 17614, 22012, 6878, 10806, 20900, 16529, 8700, 8670, 14067, 8622, 7596, 12978, 16332, 9405, 11445, 8025, 15520, 19896, 12868, 10234, 49280, 12690, 8500, 20554, 10335, 8403, 14428, 22088, 14038, 8331, 19410, 19197, 17175, 13735, 18810, 11124, 9860, 17120, 15858, 22434, 18910, 16070, 15678, 19910, 21147, 24856, 17513, 30898, 17676, 22689, 30225, 19536, 34514, 19663, 12024, 19242, 11963, 9150, 24169, 15107, 14376, 10354, 38958, 33487, 15034, 29936, 27250, 45554, 29585, 19028, 19152, 19150, 16850, 16484, 32651, 23290, 19606, 27198, 13826, 30176, 18045, 14040, 15776, 20120, 13660, 13230, 42886, 42368, 21970, 10700, 29680, 13782, 42078, 12290, 13194, 15196, 16533, 16110, 16228, 24034, 24261, 24687, 23906, 22921, 23494, 23273, 22725, 22690, 35874, 17200, 18033, 20000, 20890, 11875, 20179, 12654, 16381, 7772, 9900, 13875, 19852, 28817, 20449, 21202, 19824, 25094, 19262, 16181, 11520, 11730, 38010, 9450, 17599, 12820, 8240, 20642, 15835, 14642, 5713, 12697, 15049, 11250, 42610, 26210, 16411, 16070, 15085, 16008, 19362, 12267, 10620, 10260, 30242, 8964, 11325, 11070, 32873, 17502, 12600, 25057, 18812, 19236, 12070, 22890, 10920, 13402, 11175, 23440, 15761, 9486, 22503, 15804, 22272, 10980, 12762, 22720, 14788, 15504, 15180, 23450, 26611, 30634, 22053, 17496, 19602, 19560, 13403, 20261, 11610, 22519, 16391, 16722, 24275, 7962, 33024, 22212, 16430, 17920, 11934, 12222, 13522, 21225, 23590, 44350, 25560, 19088, 10715, 12060, 35214, 35604, 16848, 12240, 25550, 11402, 13272, 21072, 22330, 22526, 18017, 15840, 20015, 25100, 24096, 13260, 26832, 11826, 8880, 25772, 9280, 8242, 3790, 15075, 32958, 19280, 7650, 27408, 24264, 27870, 6840, 15491, 23753, 20890, 8780, 22860, 5700, 18576, 23627, 9024, 11446, 18986, 19247, 23346, 25994, 31252, 15656, 21060, 24891, 6426, 6890, 19890, 13740, 31500, 12590, 14073, 16208, 30200, 13004, 13120, 18966, 17056, 14212, 14334, 18082, 17505, 15350, 13490, 20115, 16390, 7048, 14527, 16206, 15172, 36252, 25242, 21258, 14667, 16250, 46560, 11310, 13771, 16128, 13452, 12713, 19073, 17316, 21518, 24150, 13452, 13774, 26688, 22700, 13910, 14869, 14231, 11800, 7028, 6680, 23617, 19586, 18348, 23902, 17073, 13594, 14436, 19249, 40076, 30500, 13226, 13775, 32402, 10811, 28296, 8430, 8912, 18492, 17100, 28860, 21494, 27764, 25271, 28504, 13914, 26279, 16881, 18402, 25481, 13800, 20118, 26185, 28314, 20787, 11952, 16060, 23238, 10876, 12015, 10539, 10290, 16164, 10305, 4860, 19350, 7936, 18042, 17893, 24826, 17837, 18167, 14313, 3552, 3552, 3552, 28804, 10992, 11460, 17577, 12380, 16573, 6790, 31216, 16741, 9000, 19234
#> $ coa_grad_res <dbl> 22886, 25356, 25790, 25211, 28836, 30458, 24880, 23756, 18408, 35488, 20119, 27551, 32550, 26533, 29683, 24739, 25618, 23832, 21167, 24768, 19606, 26548, 19302, 21394, 34888, 30458, 36191, 27342, 26725, 22910, 26095, 25287, 23936, 25211, 24521, 26530, 25920, 25468, 26353, 22993, 25108, 29109, 30027, 30126, 29379, 30378, 45134, 26590, 28066, 34366, 37365, 37616, 25217, 32041, 32637, 30167, 27624, 35450, 35860, 62889, 49750, 29420, 38695, 25514, 44274, 26498, 42750, 27390, 46035, 53174, 27250, 59733, 53530, 21154, 26650, 26783, 28492, 24917, 23969, 61446, 26016, 40945, 37678, 26430, 31932, 33452, 28334, 31088, 35600, 35557, 28044, 26289, 27402, 46120, 17840, 46531, 37766, 44520, 28550, 38420, 31341, 24758, 34274, 26963, 25059, 40398, 29878, 30475, 27607, 34904, 40980, 55698, 25335, 47810, 26639, 37946, 25582, 25428, 37371, 33294, 20219, 22294, 21716, 20784, 27620, 22438, 22316, 60106, 33352, 19822, 27162, 25382, 23752, 21740, 21942, 20502, 34923, 33049, 38102, 22644, 23703, 21938, 21961, 19178, 29010, 23438, 36145, 21468, 40480, 28036, 32253, 33888, 23532, 41784, 25414, 33742, 21412, 33942, 31398, 24986, 28599, 70505, 23274, 29605, 36840, 25730, 36809, 37669, 25797, 27062, 28810, 20773, 25375, 21663, 13750, 28917, 20072, 50654, 23139, 20502, 19415, 24082, 28933, 23218, 25500, 21330, 23315, 20150, 32894, 30516, 24280, 20668, 16681, 23580, 24198, 25057, 22910, 27493, 20009, 21172, 23722, 23193, 22422, 28994, 23054, 19420, 23002, 23420, 34239, 21727, 21787, 22510, 22138, 22874, 22577, 24257, 23662, 67114, 22030, 19560, 21850, 35050, 34598, 26020, 20646, 23850, 64729, 26690, 29794, 32354, 26899, 23267, 23722, 23286, 19542, 26110, 29420, 51970, 40456, 67706, 62425, 26038, 25936, 53130, 27246, 15322, 22951, 29910, 30174, 40763, 22103, 39048, 44725, 28671, 51542, 38390, 41014, 15332, 41782, 21516, 24412, 43508, 27333, 29306, 26186, 35074, 36168, 29992, 24750, 24007, 27818, 27000, 23616, 19043, 32587, 27110, 33836, 22280, 21050, 20106, 27150, 30312, 17540, 20386, 19490, 37046, 26796, 19704, 20124, 24170, 22880, 18992, 20761, 23606, 20072, 25778, 23582, 22429, 23985, 22182, 19134, 19312, 17852, 28314, 30832, 20535, 18426, 19471, 31346, 35184, 20900, 18976, 69264, 31310, 14950, 19876, 24735, 18391, 19448, 23466, 26694, 15733, 21670, 21645, 33675, 28685, 37730, 23028, 26972, 36520, 32073, 37095, 34990, 33902, 30434, 30286, 32379, 38983, 29980, 40114, 36376, 35819, 40930, 30936, 51114, 31422, 19767, 30184, 18961, 20136, 25012, 18947, 31026, 19420, 56906, 48933, 25534, 43690, 40946, 68824, 46245, 30817, 30941, 30939, 32620, 31634, 48335, 44701, 37356, 42388, 29496, 59676, 36255, 30715, 28744, 40830, 26860, 28895, 59485, 63016, 43084, 26990, 51712, 25554, 56604, 23765, 26857, 31212, 28033, 30350, 31355, 25730, 24643, 29289, 31702, 28932, 28554, 27723, 26797, 28398, 54196, 35509, 32277, 36395, 20087, 28235, 21453, 27649, 16429, 17072, 25510, 23779, 20220, 28670, 21797, 19989, 22927, 24731, 21375, 18933, 25720, 23702, 55214, 20624, 21959, 23824, 21104, 20921, 18868, 25630, 15853, 28283, 22643, 28748, 60008, 33736, 25949, 31500, 23350, 31258, 26592, 23073, 22430, 21460, 29212, 19014, 23325, 23724, 28235, 25514, 26300, 28743, 32736, 31436, 24244, 28882, 25650, 22627, 24101, 32040, 26712, 17706, 22485, 31378, 24596, 15074, 18966, 39782, 25506, 29102, 27250, 29776, 29521, 45186, 32555, 27690, 29952, 31912, 23603, 27417, 24510, 31382, 30277, 32264, 32430, 24090, 53369, 37572, 25955, 33486, 17984, 30172, 25992, 29947, 33090, 55050, 40315, 28068, 23415, 28876, 38770, 53480, 23298, 28138, 44550, 23970, 26684, 28938, 28597, 35946, 34510, 25840, 30571, 36948, 37214, 27420, 40332, 22435, 25070, 27933, 23430, 24002, 17840, 24140, 29017, 23636, 24056, 28472, 26712, 26076, 20355, 23207, 25572, 38370, 21092, 35276, 21230, 33306, 24113, 22140, 25676, 31516, 25543, 23182, 23976, 30336, 24810, 21750, 27421, 20046, 25550, 33800, 19291, 47950, 24208, 19523, 33128, 43100, 18028, 18894, 34473, 26102, 24616, 20364, 26813, 32915, 20856, 16655, 35133, 28310, 17070, 20519, 28578, 18355, 52852, 39864, 37204, 20839, 24550, 58660, 31066, 19941, 19958, 21137, 18947, 26146, 22947, 26342, 27988, 20627, 21682, 44438, 22325, 26082, 22226, 18529, 28706, 20785, 19440, 21936, 18737, 18192, 22373, 22841, 26908, 28186, 36369, 30514, 29015, 25491, 24575, 32018, 28111, 25226, 24521, 20802, 24828, 35264, 26319, 35584, 27442, 30347, 32454, 26562, 26815, 32461, 31162, 39339, 26900, 37287, 28611, 35277, 25428, 25557, 20330, 20860, 23416, 24564, 23125, 24970, 28644, 21815, 12930, 37358, 19946, 19999, 20062, 25925, 19856, 21836, 20233, 18052, 18052, 18052, 22462, 23564, 28180, 25907, 29829, 27359, 13990, 23233, 26517, 30982, 23762
#> $ coa_grad_nres <dbl> 31016, 35062, 25790, 37207, 45316, 48602, 24880, 34412, 24006, 35488, 27265, 36690, 32550, 39203, 49435, 33626, 35338, 35295, 25793, 29700, 24200, 26548, 19302, 23824, 34888, 30458, 36191, 36270, 35653, 31838, 35023, 34215, 32864, 34139, 33449, 35458, 34848, 34396, 35281, 31921, 34036, 44211, 45129, 45228, 44481, 45480, 45134, 26590, 28066, 34366, 37365, 37616, 34145, 32041, 32637, 30167, 27624, 35450, 35860, 62889, 49750, 29420, 38695, 34442, 44274, 35426, 42750, 36318, 46035, 53174, 36178, 59733, 53530, 27076, 42310, 36953, 46312, 24917, 37945, 61446, 26016, 40945, 37678, 39230, 52968, 33452, 28334, 31088, 35600, 35557, 28044, 39089, 40202, 46120, 17840, 46531, 37766, 44520, 28550, 38420, 31341, 44543, 34274, 41756, 36848, 40398, 42983, 30475, 45000, 34904, 40980, 55698, 36901, 47810, 26639, 37946, 25582, 36126, 37371, 33294, 20219, 22294, 37548, 30972, 27620, 30433, 28562, 60106, 47772, 29740, 40461, 45264, 39350, 21740, 33318, 32004, 34923, 54529, 38102, 37094, 37784, 36746, 21961, 19178, 29010, 23438, 36145, 31188, 40480, 35404, 41207, 33888, 31104, 41784, 25414, 33742, 21412, 33942, 31398, 24986, 37167, 70505, 29682, 29605, 36840, 25730, 36809, 37669, 25797, 27062, 44596, 25757, 29259, 21663, 13750, 28917, 20072, 50654, 31333, 27360, 28428, 24082, 28933, 23218, 25500, 34642, 40919, 20150, 32894, 30516, 24280, 33160, 22959, 23580, 36894, 25057, 35068, 27493, 30093, 21172, 23722, 31729, 29953, 28994, 23054, 19420, 23002, 28340, 51174, 34612, 32862, 35949, 33069, 34974, 35054, 34257, 37390, 67114, 39004, 19560, 33478, 35050, 40520, 31222, 22662, 23850, 64729, 26690, 33412, 45908, 33685, 23267, 28924, 23286, 19542, 26110, 29420, 51970, 40456, 67706, 62425, 26038, 25936, 53130, 27246, 15322, 34500, 46030, 46224, 40763, 23723, 39048, 44725, 40745, 51542, 38390, 41014, 15332, 41782, 27500, 24412, 43508, 40053, 29306, 26186, 35074, 58048, 46168, 33448, 28970, 36128, 38648, 23616, 19043, 49780, 41993, 33836, 22280, 21050, 20106, 34335, 39192, 17540, 24214, 19490, 37046, 26796, 19704, 23524, 24170, 22880, 18992, 31114, 37874, 20072, 25778, 36702, 31299, 23985, 22182, 25817, 19312, 17852, 28314, 30832, 20535, 22978, 19471, 31346, 35184, 26360, 23656, 69264, 31310, 14950, 34537, 24735, 21991, 27786, 36744, 26694, 19333, 35580, 35555, 33675, 28685, 37730, 24414, 26972, 36520, 32073, 37095, 34990, 33902, 30434, 38056, 37054, 38983, 35353, 49198, 36376, 35819, 52522, 30936, 51114, 37185, 19767, 37042, 24907, 23270, 39875, 29113, 31026, 25124, 56906, 48933, 25534, 43690, 40946, 68824, 46245, 39407, 39531, 39529, 32620, 31634, 48335, 44701, 37356, 42388, 29496, 59676, 36255, 30715, 28744, 40830, 26860, 28895, 59485, 63016, 43084, 26990, 51712, 25554, 56604, 23765, 26857, 31212, 28033, 30350, 31355, 37070, 35983, 40629, 43042, 40272, 39894, 39063, 38137, 39738, 54196, 35509, 32277, 36395, 33256, 28235, 34344, 27649, 27277, 17072, 25510, 23779, 32625, 45881, 34968, 33438, 35627, 39253, 33594, 29190, 25720, 23702, 55214, 20624, 32366, 23824, 21104, 32920, 28171, 31136, 15853, 28283, 28295, 28748, 60008, 45478, 32681, 31500, 23350, 31258, 34864, 23073, 22430, 21460, 45926, 19014, 23325, 23724, 48683, 33506, 26300, 39079, 32736, 31436, 24244, 38298, 25650, 27127, 24101, 32040, 35679, 22620, 37253, 31378, 38699, 21284, 25302, 39782, 28098, 29102, 27250, 39425, 39889, 45186, 40043, 27690, 33552, 31912, 23603, 33513, 24510, 38393, 30277, 32264, 40017, 24090, 53369, 37572, 25955, 33486, 17984, 30172, 25992, 36657, 33090, 55050, 40315, 35736, 23415, 28876, 53072, 53480, 23298, 28138, 44550, 23970, 26684, 35034, 35564, 41796, 34510, 25840, 36595, 36948, 37214, 27420, 40332, 22435, 25070, 40343, 23430, 24002, 17840, 24140, 48991, 33234, 24056, 43082, 37536, 39334, 20355, 30140, 39552, 38370, 21092, 35276, 21230, 33306, 38369, 22140, 25676, 31516, 34327, 37294, 40094, 48754, 30570, 33390, 41941, 20046, 25550, 33800, 26636, 47950, 24208, 27296, 33128, 43100, 25973, 26238, 34473, 34724, 31060, 27708, 35957, 32915, 28200, 24428, 35133, 28310, 18240, 27863, 28578, 26383, 52852, 39864, 37204, 28183, 24550, 58660, 31066, 27285, 28118, 28480, 26291, 36315, 31444, 36560, 39720, 28456, 29080, 44438, 37924, 33274, 29570, 25874, 28706, 21464, 19440, 37517, 32046, 28718, 38748, 31325, 26908, 28186, 36369, 53578, 45257, 25491, 24575, 50696, 28111, 42770, 24521, 20802, 33702, 35264, 43699, 35584, 40674, 42475, 43278, 26562, 41300, 32461, 31162, 39339, 26900, 37287, 42043, 47325, 35712, 25557, 28886, 35098, 23416, 24564, 23125, 24970, 28644, 21815, 12930, 37358, 19946, 29130, 29193, 38962, 28987, 30967, 28873, 18052, 18052, 18052, 41264, 23564, 28180, 34835, 29829, 36287, 13990, 45488, 35445, 30982, 36162
Can create factor version of a variable using as_factor() function
Working with factor class variables (e.g., df_mba_fac$s3region)
factorlevelslabelled class variable:
labels attribute)as.integer() to refer to underlying variable values# printing a few observations
df_mba_fac$region[1:5]
#> [1] Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV) Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV) Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV) Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV) Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)
#> Levels: U.S. Service Schools New England (CT, ME, MA, NH, RI, VT) Mid East (DE, DC, MD, NJ, NY, PA) Great Lakes (IL, IN, MI, OH, WI) Plains (IA, KS, MN, MO, NE, ND, SD) Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV) Southwest (AZ, NM, OK, TX) Rocky Mountains (CO, ID, MT, UT, WY) Far West (AK, CA, HI, NV, OR, WA) Outlying Areas (AS, FM, GU, MH, MP, PR, PW, VI)
df_mba_fac$control[1:5]
#> [1] Public Public Private not-for-profit Public Public
#> Levels: {Not available} Public Private not-for-profit Private for-profit
typeof(df_mba_fac$region)
#> [1] "integer"
class(df_mba_fac$region)
#> [1] "factor"
attributes(df_mba_fac$region)
#> $levels
#> [1] "U.S. Service Schools" "New England (CT, ME, MA, NH, RI, VT)" "Mid East (DE, DC, MD, NJ, NY, PA)" "Great Lakes (IL, IN, MI, OH, WI)" "Plains (IA, KS, MN, MO, NE, ND, SD)" "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)" "Southwest (AZ, NM, OK, TX)" "Rocky Mountains (CO, ID, MT, UT, WY)" "Far West (AK, CA, HI, NV, OR, WA)" "Outlying Areas (AS, FM, GU, MH, MP, PR, PW, VI)"
#>
#> $class
#> [1] "factor"
#>
#> $label
#> [1] "Region (IPEDS)"
attr(df_mba_fac$region,"levels")
#> [1] "U.S. Service Schools" "New England (CT, ME, MA, NH, RI, VT)" "Mid East (DE, DC, MD, NJ, NY, PA)" "Great Lakes (IL, IN, MI, OH, WI)" "Plains (IA, KS, MN, MO, NE, ND, SD)" "Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV)" "Southwest (AZ, NM, OK, TX)" "Rocky Mountains (CO, ID, MT, UT, WY)" "Far West (AK, CA, HI, NV, OR, WA)" "Outlying Areas (AS, FM, GU, MH, MP, PR, PW, VI)"
# frequency count
df_mba_fac %>% count(region)
#> # A tibble: 9 x 2
#> region n
#> <fct> <int>
#> 1 New England (CT, ME, MA, NH, RI, VT) 54
#> 2 Mid East (DE, DC, MD, NJ, NY, PA) 125
#> 3 Great Lakes (IL, IN, MI, OH, WI) 103
#> 4 Plains (IA, KS, MN, MO, NE, ND, SD) 60
#> 5 Southeast (AL, AR, FL, GA, KY, LA, MS, NC, SC, TN, VA, WV) 150
#> 6 Southwest (AZ, NM, OK, TX) 67
#> 7 Rocky Mountains (CO, ID, MT, UT, WY) 22
#> 8 Far West (AK, CA, HI, NV, OR, WA) 81
#> 9 Outlying Areas (AS, FM, GU, MH, MP, PR, PW, VI) 3
# filter based on underlying values of the variable
# rocky mountains area
df_mba_fac %>% filter(region=="Rocky Mountains (CO, ID, MT, UT, WY)") %>% count(stabbr)
#> # A tibble: 5 x 2
#> stabbr n
#> <chr> <int>
#> 1 CO 8
#> 2 ID 4
#> 3 MT 1
#> 4 UT 8
#> 5 WY 1
df_mba_fac %>% filter(as.integer(region)==8) %>% count(stabbr)
#> # A tibble: 5 x 2
#> stabbr n
#> <chr> <int>
#> 1 CO 8
#> 2 ID 4
#> 3 MT 1
#> 4 UT 8
#> 5 WY 1text
In order to practice interpretation of \(\hat{\beta}_1\) when \(X\) is continuous, we’ll investigate the relationship between annual cost of attendance (\(X\)) and institution-level student earnings (\(Y\)) for graduates of MBA programs using the data frame df_mba_fac
coa_grad_res; variable label: graduate, full-time, state resident COA; == tuition + fees + (ug) books/supplies + (ug) off-campus room and board + (ug) off-campus other expensesearn_mdn_hi_2yr, which is median earnings two years after graduation of students who graduated from the programInvestigate the dataset
#df_mba_fac %>% glimpse()
# characteristics of universities offering MBA programs in our dataset
df_mba_fac %>% count(control)
#> # A tibble: 2 x 2
#> control n
#> <fct> <int>
#> 1 Public 307
#> 2 Private not-for-profit 358
df_mba_fac %>% count(ccbasic) # carnegie classification
#> # A tibble: 6 x 2
#> ccbasic n
#> <fct> <int>
#> 1 Doctoral Universities: Very High Research Activity 99
#> 2 Doctoral Universities: High Research Activity 97
#> 3 Doctoral/Professional Universities 102
#> 4 Master's Colleges & Universities: Larger Programs 240
#> 5 Master's Colleges & Universities: Medium Programs 100
#> 6 Master's Colleges & Universities: Small Programs 27
df_mba_fac %>% count(urban) # level of urbanization
#> # A tibble: 4 x 2
#> urban n
#> <fct> <int>
#> 1 large city (250k+) 177
#> 2 med/small city 201
#> 3 suburb 171
#> 4 town/rural 116
# mean values for interesting variables
df_mba_fac %>%
summarize(
n = n(),
tuitfee_grad_res = mean(tuitfee_grad_res, na.rm = TRUE),
tuitfee_grad_nres = mean(tuitfee_grad_nres, na.rm = TRUE),
coa_grad_res = mean(coa_grad_res, na.rm = TRUE),
coa_grad_nres = mean(coa_grad_nres, na.rm = TRUE),
debt = mean(debt_all_stgp_eval_mean, na.rm = TRUE), # institution-level mean debt
earn_2yr = mean(earn_mdn_hi_2yr, na.rm = TRUE),
)
#> # A tibble: 1 x 7
#> n tuitfee_grad_res tuitfee_grad_nres coa_grad_res coa_grad_nres debt earn_2yr
#> <int> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 665 14112. 18749. 28942. 33579. 37575. 71207.Graphically visualize the relationship between annual cost of attendance (\(X\)) and earnings (\(Y\))
df_mba_fac %>% ggplot(aes(x=coa_grad_res, y=earn_mdn_hi_2yr)) + geom_point() + stat_smooth(method = 'lm')
Visually, the relationship between annual COA and earnings for MBA programs seems to be much stronger than the relationship between COA and earnings for social work programs (below)
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=earn_mdn_hi_2yr)) + geom_point() + stat_smooth(method = 'lm')
Run OLS regression model of relationship between annual cost of attendance (\(X\)) and earnings (\(Y\)); and summarize model results
mbdamod1 <- lm(formula = earn_mdn_hi_2yr ~ coa_grad_res, data = df_mba_fac)
summary(mbdamod1)
#>
#> Call:
#> lm(formula = earn_mdn_hi_2yr ~ coa_grad_res, data = df_mba_fac)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -55539 -11672 -2574 9085 81940
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 44311.88367 2387.77061 18.56 <0.0000000000000002 ***
#> coa_grad_res 0.92413 0.07782 11.88 <0.0000000000000002 ***
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 18590 on 602 degrees of freedom
#> (61 observations deleted due to missingness)
#> Multiple R-squared: 0.1898, Adjusted R-squared: 0.1885
#> F-statistic: 141 on 1 and 602 DF, p-value: < 0.00000000000000022
#square root of sum of squared residuals divided by degress of freedom
sqrt(anova(mod2)$"Sum Sq"[2]/anova(mod2)$Df[2])
#> [1] 6186.224
#or
summary(mod2)$sigma
#> [1] 6186.224Present research question and models
earn_mdn_hi_2yr, which is median earnings two years after graduation of students who graduated from the programcoa_grad_res; variable label: graduate, full-time, state resident COA; == tuition + fees + (ug) books/supplies + (ug) off-campus room and board + (ug) off-campus other expenses
Interpretation of \(\hat{\beta_1}\)
Questions that might arise about \(\hat{\beta_1}\)
Recall that our OLS model is estimating the linear relationship between \(X\) and \(Y\)
df_mba_fac %>% ggplot(aes(x=coa_grad_res, y=earn_mdn_hi_2yr)) + geom_point() + stat_smooth(method = 'lm')Does the expected change in \(Y\) associated with a one-unit change in \(X\) depend on the starting value of \(X\)? ANSWER: NO!
What is the predicted change \(\Delta\) in \(Y\) associated with a \(\Delta\) in \(X\) that is not a one-unit increase in \(X\)? ANSWER: \(\hat{\beta_1}*\Delta X\)
Many independent variables of interest are categorical rather than continous. This section focuses on interpreting \(\hat{\beta_1}\) associated with a categorical \(X\) variable
How to distinguish between continuous and categorical variables when running regression?
Many program evaluation questions involve a categorical independent variable of interest
General Steps for Regression with Categorical \(X\)
How we will teach interpretation of \(\hat{\beta_1}\) with categorical \(X\) variable
Present research question and models
earn_mdn_hi_2yr, which is median earnings two years after graduation of students who graduated from the programcoa_grad_res; variable label: graduate, full-time, state resident COA; == tuition + fees + (ug) books/supplies + (ug) off-campus room and board + (ug) off-campus other expenses
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